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Loguinova MY, Mazeeva VV, Lisina DV, Zakharova EN, Sorokina AV, Dzhemileva LU, Grigoriev AY, Shutova AS, Pigarova EA, Dzeranova LK, Melnichenko GA, Mokrysheva NG, Rumiantsev SA, Chekhonin VP. Methodology of high-dimensional flow cytometry in monitoring immune microenvironment of pituitary neuroendocrine tumors. CYTOMETRY. PART B, CLINICAL CYTOMETRY 2025. [PMID: 40223192 DOI: 10.1002/cyto.b.22235] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/02/2024] [Revised: 02/28/2025] [Accepted: 03/24/2025] [Indexed: 04/15/2025]
Abstract
Characterization of the tumor immune microenvironment (TIME) of pituitary neuroendocrine tumors (PitNETs) is crucial for understanding the behavior of different types of PitNETs and identification of possible causes of their aggressiveness, rapid growth, and resistance to therapy. High-dimensional flow cytometry (FC) is a promising technology for studying TIME but poses unique technical challenges, especially when applied to solid tissues and PitNETs, in particular. This paper evaluates the potential of FC for analyzing TIME in PitNETs by addressing methodological difficulties across all stages of the workflow and proposing solutions. We developed a protocol for preparing single-cell suspensions from PitNET tissues for FC. This involved optimization of enzymatic digestion and comparison of it with mechanical tissue dissociation assessing cell yield, viability, and target antigen expression. We designed four multicolor FC panels to analyze major lymphocyte and myeloid cell subsets including determination of subpopulations of T, B, NK cells and their activation and cytotoxic potential, neutrophils, monocytes, CD68 + CD64 + CD11blow macrophages of M2 and M1 subtypes, and two types of myeloid suppressor cells - PMN-MDSC and M-MDSC. Principles of multicolor panel design, spreading error, and importance of voltage balance for proper flow cytometer setting are discussed. The panels were validated and demonstrated the feasibility of their simultaneous use on pituitary tumor surgical tissue for comprehensive TIME characterization. We compared lymphocyte frequencies in blood, PitNETs, and three sequential PitNET eluates to find out the contamination level of PitNET samples with blood leukocytes. To address technical challenges, we propose a strategy of logical data gating that removes spurious signals from aggregates, dead cells, and subcellular debris that can interfere with analysis. Our results indicate that despite all technical difficulties, multiparametric FC can effectively characterize different types of PitNETs. This enhanced understanding of the immune infiltrate provides valuable insights into PitNET biology and advances clinical diagnostics.
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2
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Madsen CO, Velasco Santiago M, Martinenaite E, Holz Borch T, Donia M, Svane IM, Hansen M. Peripheral immune biomarkers associated with response to adoptive cell therapy with tumor infiltrating lymphocytes. Clin Exp Immunol 2025; 219:uxaf010. [PMID: 39965099 PMCID: PMC12010344 DOI: 10.1093/cei/uxaf010] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/18/2024] [Revised: 12/11/2024] [Accepted: 02/17/2025] [Indexed: 02/20/2025] Open
Abstract
Adoptive cell therapy (ACT) with ex-vivo expanded tumor-infiltrating lymphocytes (TILs, TIL-ACT) has shown clinical efficacy in a significant proportion of patients with metastatic melanoma. To further target TIL-ACT toward responsive patients, identifying predictive biomarkers and understanding broader immune dynamics remain critical. This study investigated the peripheral blood immune landscape in 47 patients with metastatic melanoma undergoing TIL-ACT, assessing antitumor reactivity and peripheral immune cell profiles before and after treatment. Responders displayed increased frequency of circulating tumor-reactive cells post-treatment, and higher baseline levels of activated CD57-expressing T cells, serving as potential biomarkers of response. In contrast, persistent high serum levels of interleukin (IL)-6 and IL-8, higher frequencies of CD38-expressing T cells, and regulatory T cells (Tregs) post-treatment, correlated with unfavorable outcomes. These findings contribute to understanding the peripheral immune landscape associated with response to TIL-ACT, offering valuable insights into predictive biomarkers and mechanisms to improve patient selection.
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Affiliation(s)
- Cecilie Oelvang Madsen
- National Center for Cancer Immune Therapy (CCIT-DK), Department of Oncology, Copenhagen University Hospital, Herlev, Denmark
| | - Marta Velasco Santiago
- National Center for Cancer Immune Therapy (CCIT-DK), Department of Oncology, Copenhagen University Hospital, Herlev, Denmark
| | - Evelina Martinenaite
- National Center for Cancer Immune Therapy (CCIT-DK), Department of Oncology, Copenhagen University Hospital, Herlev, Denmark
| | - Troels Holz Borch
- National Center for Cancer Immune Therapy (CCIT-DK), Department of Oncology, Copenhagen University Hospital, Herlev, Denmark
| | - Marco Donia
- National Center for Cancer Immune Therapy (CCIT-DK), Department of Oncology, Copenhagen University Hospital, Herlev, Denmark
| | - Inge Marie Svane
- National Center for Cancer Immune Therapy (CCIT-DK), Department of Oncology, Copenhagen University Hospital, Herlev, Denmark
| | - Morten Hansen
- National Center for Cancer Immune Therapy (CCIT-DK), Department of Oncology, Copenhagen University Hospital, Herlev, Denmark
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3
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Bryant N, Muehling LM, Wavell K, Teague WG, Woodfolk JA. Rhinovirus as a Driver of Airway T-Cell Dynamics in Children with Severe Asthma. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.11.15.623877. [PMID: 39605344 PMCID: PMC11601360 DOI: 10.1101/2024.11.15.623877] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/29/2024]
Abstract
Severe asthma in children is notoriously difficult to treat, and its immunopathogenesis is complex. In particular, the contribution of T cells and relationships to anti-viral immunity, remain enigmatic. Here, we coupled deep phenotyping with machine learning methods to resolve the dynamics of T cells in the diseased lower airways, and examined rhinovirus (RV) as a driver. Our strategy revealed a T-cell landscape dominated by type 1 and type 17 CD8+ signatures. Interrogation of phenotypic relationships coupled with trajectory mapping identified T-cell migratory and differentiation pathways spanning the blood and airways that culminated in tissue residency, and included transitions between type 1 and type 17 tissue-resident types. These T-cell dynamics were reflected in cytokine polyfunctionality in situ . Use of machine learning to cross-compare T-cell populations that were enriched in the airways of RV-positive children with those induced in the blood after RV challenge in an experimental infection model, precisely pinpointed RV-responsive signatures that mapped to T-cell differentiation pathways. Despite their rarity, these signatures were detected in the airways of uninfected children. Together, our results underscore the aberrant nature of type 1 immunity in the airways of children with severe asthma, and implicate an important viral trigger as a driver.
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Díaz-Basilio F, Vergara-Mendoza M, Romero-Rodríguez J, Hernández-Rizo S, Escobedo-Calvario A, Fuentes-Romero LL, Pérez-Patrigeon S, Murakami-Ogasawara A, Gomez-Palacio M, Reyes-Terán G, Jiang W, Vázquez-Pérez JA, Marín-Hernández Á, Romero-Rodríguez DP, Gutiérrez-Ruiz MC, Viveros-Rogel M, Espinosa E. The ecto-enzyme CD38 modulates CD4T cell immunometabolic responses and participates in HIV pathogenesis. J Leukoc Biol 2024; 116:440-455. [PMID: 38466822 DOI: 10.1093/jleuko/qiae060] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/17/2023] [Revised: 01/31/2024] [Accepted: 02/23/2024] [Indexed: 03/13/2024] Open
Abstract
Despite abundant evidence correlating T cell CD38 expression and HIV infection pathogenesis, its role as a CD4T cell immunometabolic regulator remains unclear. We find that CD38's extracellular glycohydrolase activity restricts metabolic reprogramming after T cell receptor (TCR)-engaging stimulation in Jurkat T CD4 cells, together with functional responses, while reducing intracellular nicotinamide adenine dinucleotide and nicotinamide mononucleotide concentrations. Selective elimination of CD38's ectoenzyme function licenses them to decrease the oxygen consumption rate/extracellular acidification rate ratio upon TCR signaling and to increase cycling, proliferation, survival, and CD40L induction. Pharmacological inhibition of ecto-CD38 catalytic activity in TM cells from chronic HIV-infected patients rescued TCR-triggered responses, including differentiation and effector functions, while reverting abnormally increased basal glycolysis, cycling, and spontaneous proinflammatory cytokine production. Additionally, ecto-CD38 blockage normalized basal and TCR-induced mitochondrial morphofunctionality, while increasing respiratory capacity in cells from HIV+ patients and healthy individuals. Ectoenzyme CD38's immunometabolic restriction of TCR-involving stimulation is relevant to CD4T cell biology and to the deleterious effects of CD38 overexpression in HIV disease.
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Affiliation(s)
- Fernando Díaz-Basilio
- Laboratory of Integrative Immunology, National Institute of Respiratory Diseases Ismael Cosío Villegas, Calzada de Tlalpan 4502, Tlalpan, 14080 Mexico City, Mexico
- PECEM Graduate Program, Faculty of Medicine, National Autonomous University of Mexico, Circuito Escolar, Ciudad Universitaria, Coyoacán, 04510 Mexico City, Mexico
| | - Moisés Vergara-Mendoza
- Department of Infectious Diseases, National Institute of Medical Sciences and Nutrition Salvador Zubirán, Vasco de Quiroga 15, Tlalpan, 14080 Mexico City, Mexico
| | - Jessica Romero-Rodríguez
- Flow Cytometry Core Facility, National Institute of Respiratory Diseases Ismael Cosío Villegas, Calzada de Tlalpan 4502, Tlalpan, 14080 Mexico City, Mexico
| | - Sharik Hernández-Rizo
- Laboratory for Cellular Physiology and Translational Medicine, Department of Health Sciences, Autonomous Metropolitan University, Instituto Nacional de Cardiología Ignacio Chávez, Juan Badiano 1, Tlalpan, 14080 Mexico City, Mexico
| | - Alejandro Escobedo-Calvario
- Laboratory for Cellular Physiology and Translational Medicine, Department of Health Sciences, Autonomous Metropolitan University, Instituto Nacional de Cardiología Ignacio Chávez, Juan Badiano 1, Tlalpan, 14080 Mexico City, Mexico
| | - Luis-León Fuentes-Romero
- Department of Infectious Diseases, National Institute of Medical Sciences and Nutrition Salvador Zubirán, Vasco de Quiroga 15, Tlalpan, 14080 Mexico City, Mexico
| | - Santiago Pérez-Patrigeon
- Department of Infectious Diseases, National Institute of Medical Sciences and Nutrition Salvador Zubirán, Vasco de Quiroga 15, Tlalpan, 14080 Mexico City, Mexico
| | - Akio Murakami-Ogasawara
- Center for Research in Infectious Diseases (CIENI), National Institute of Respiratory Diseases Ismael Cosío Villegas, Calzada de Tlalpan 4502, Tlalpan, 14080 Mexico City, Mexico
| | - María Gomez-Palacio
- Center for Research in Infectious Diseases (CIENI), National Institute of Respiratory Diseases Ismael Cosío Villegas, Calzada de Tlalpan 4502, Tlalpan, 14080 Mexico City, Mexico
| | - Gustavo Reyes-Terán
- Center for Research in Infectious Diseases (CIENI), National Institute of Respiratory Diseases Ismael Cosío Villegas, Calzada de Tlalpan 4502, Tlalpan, 14080 Mexico City, Mexico
| | - Wei Jiang
- Department of Microbiology and Immunology, Medical University of South Carolina, Ashley Ave. BSB- 214C, Charleston, SC 29425, United States
| | - Joel-Armando Vázquez-Pérez
- Laboratory for Emergent Diseases and COPD, National Institute of Respiratory Diseases Ismael Cosío Villegas, Calzada de Tlalpan 4502, Tlalpan, 14080 Mexico City, Mexico
| | - Álvaro Marín-Hernández
- Department of Biochemistry, National Institute of Cardiology Ignacio Chávez, Juan Badiano 1, Tlalpan, 14080 Mexico City, Mexico
| | - Dámaris-Priscila Romero-Rodríguez
- Flow Cytometry Core Facility, National Institute of Respiratory Diseases Ismael Cosío Villegas, Calzada de Tlalpan 4502, Tlalpan, 14080 Mexico City, Mexico
| | - María-Concepción Gutiérrez-Ruiz
- Laboratory for Cellular Physiology and Translational Medicine, Department of Health Sciences, Autonomous Metropolitan University, Instituto Nacional de Cardiología Ignacio Chávez, Juan Badiano 1, Tlalpan, 14080 Mexico City, Mexico
| | - Mónica Viveros-Rogel
- Department of Infectious Diseases, National Institute of Medical Sciences and Nutrition Salvador Zubirán, Vasco de Quiroga 15, Tlalpan, 14080 Mexico City, Mexico
| | - Enrique Espinosa
- Laboratory of Integrative Immunology, National Institute of Respiratory Diseases Ismael Cosío Villegas, Calzada de Tlalpan 4502, Tlalpan, 14080 Mexico City, Mexico
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5
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Yi C, Yang J, Zhang T, Xie Z, Xiong Q, Chen D, Jiang S. lncRNA signature mediates mitochondrial permeability transition-driven necrosis in regulating the tumor immune microenvironment of cervical cancer. Sci Rep 2024; 14:17406. [PMID: 39075098 PMCID: PMC11286791 DOI: 10.1038/s41598-024-65990-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/02/2024] [Accepted: 06/26/2024] [Indexed: 07/31/2024] Open
Abstract
Mitochondrial permeability transition (MPT)-driven necrosis (MPTDN) was a regulated variant of cell death triggered by specific stimuli. It played a crucial role in the development of organisms and the pathogenesis of diseases, and may provide new strategies for treating various diseases. However, there was limited research on the mechanisms of MPTDN in cervical cancer (CESC) at present. In this study, Weighted Gene Co-expression Network Analysis (WGCNA) was performed on differentially expressed genes in CESC. The module MEyellow, which showed the highest correlation with the phenotype, was selected for in-depth analysis. It was found that the genes in the MEyellow module may be associated with the tumor immune microenvironment (TIME). Through COX univariate regression and LASSO regression analysis, 6 key genes were identified. These genes were further investigated from multiple perspectives, including their independent diagnostic value, prognostic value, specific regulatory mechanisms in the tumor immune microenvironment, drug sensitivity analysis, and somatic mutation analysis. This study provided a comprehensive exploration of the mechanisms of action of these 6 key genes in CESC patients. And qRT-PCR validation was also conducted. Through COX univariate regression and LASSO coefficient screening of the MEyellow module, 6 key genes were identified: CHRM3-AS2, AC096734.1, BISPR, LINC02446, LINC00944, and DGUOK-AS1. Evaluation of the independent diagnostic value of these 6 key genes revealed that they can serve as independent diagnostic biomarkers. Through correlation analysis among these 6 genes, a potential regulatory mechanism among them was identified. Therefore, a risk prognostic model was established based on the collective action of these 6 genes, and the model showed good performance in predicting the survival period of CESC patients. By studying the relationship between these 6 key genes and the tumor microenvironment of CESC patients from multiple angles, it was found that these 6 genes are key regulatory factors in the tumor immune microenvironment of CESC patients. Additionally, 16 drugs that are associated with these 6 key genes were identified, and 8 small molecule drugs were predicted based on the lncRNA-mRNA network. The 6 key genes can serve as independent biomarkers for diagnosis, and the Risk score of these genes when acting together can be used as an indicator for predicting the clinical survival period of CESC patients. Additionally, these 6 key genes were closely related to the tumor immune microenvironment of CESC patients and were the important regulatory factors in the tumor immune microenvironment of CESC patients.
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Affiliation(s)
- Chen Yi
- Department of Biomedical Engineering, Nanchang Hang Kong University, Nanchang, 330063, Jiangxi, China
| | - Jun Yang
- Department of Biomedical Engineering, Nanchang Hang Kong University, Nanchang, 330063, Jiangxi, China
| | - Ting Zhang
- Department of Biomedical Engineering, Nanchang Hang Kong University, Nanchang, 330063, Jiangxi, China
| | - Zilu Xie
- Department of Biomedical Engineering, Nanchang Hang Kong University, Nanchang, 330063, Jiangxi, China
| | - Qiliang Xiong
- Department of Biomedical Engineering, Nanchang Hang Kong University, Nanchang, 330063, Jiangxi, China
| | - Dongjuan Chen
- Department of Laboratory Medicine, Maternal and Child Health Hospital of Hubei Province, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, 430070, China.
| | - Shaofeng Jiang
- Department of Biomedical Engineering, Nanchang Hang Kong University, Nanchang, 330063, Jiangxi, China.
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6
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Mülling N, Behr FM, Heieis GA, Boss K, van Duikeren S, van Haften FJ, Pardieck IN, van der Gracht ET, Vleeshouwers W, van der Sluis TC, de Graaf JF, Veerkamp DM, Franken KL, Lei X, van de Sand L, van der Burg SH, Welters MJ, Heidt S, Huisman W, Jochems SP, Giera M, Witzke O, de Vries AP, Kribben A, Everts B, Wilde B, Arens R. Inhibiting the NADase CD38 improves cytomegalovirus-specific CD8+ T cell functionality and metabolism. J Clin Invest 2024; 134:e179561. [PMID: 38954588 PMCID: PMC11364383 DOI: 10.1172/jci179561] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/18/2024] [Accepted: 06/25/2024] [Indexed: 07/04/2024] Open
Abstract
Cytomegalovirus (CMV) is one of the most common and relevant opportunistic pathogens in people who are immunocompromised, such as kidney transplant recipients (KTRs). The exact mechanisms underlying the disability of cytotoxic T cells to provide sufficient protection against CMV in people who are immunosuppressed have not been identified yet. Here, we performed in-depth metabolic profiling of CMV-specific CD8+ T cells in patients who are immunocompromised and show the development of metabolic dysregulation at the transcriptional, protein, and functional level of CMV-specific CD8+ T cells in KTRs with noncontrolled CMV infection. These dysregulations comprise impaired glycolysis and increased mitochondrial stress, which is associated with an intensified expression of the nicotinamide adenine dinucleotide nucleotidase (NADase) CD38. Inhibiting NADase activity of CD38 reinvigorated the metabolism and improved cytokine production of CMV-specific CD8+ T cells. These findings were corroborated in a mouse model of CMV infection under conditions of immunosuppression. Thus, dysregulated metabolic states of CD8+ T cells could be targeted by inhibiting CD38 to reverse hyporesponsiveness in individuals who fail to control chronic viral infection.
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Affiliation(s)
- Nils Mülling
- Department of Immunology, Leiden University Medical Center, Leiden, The Netherlands
- Department of Nephrology, University Hospital Essen, University Duisburg-Essen, Essen, Germany
| | - Felix M. Behr
- Department of Immunology, Leiden University Medical Center, Leiden, The Netherlands
| | - Graham A. Heieis
- Department of Parasitology, Leiden University Centre for Infectious Diseases, Leiden University Medical Center, Leiden, The Netherlands
| | - Kristina Boss
- Department of Nephrology, University Hospital Essen, University Duisburg-Essen, Essen, Germany
| | - Suzanne van Duikeren
- Department of Immunology, Leiden University Medical Center, Leiden, The Netherlands
| | | | - Iris N. Pardieck
- Department of Immunology, Leiden University Medical Center, Leiden, The Netherlands
| | | | - Ward Vleeshouwers
- Department of Immunology, Leiden University Medical Center, Leiden, The Netherlands
| | | | | | | | - Kees L.M.C. Franken
- Department of Immunology, Leiden University Medical Center, Leiden, The Netherlands
| | - Xin Lei
- Department of Immunology, Leiden University Medical Center, Leiden, The Netherlands
| | - Lukas van de Sand
- Department of Infectious Diseases, University Hospital Essen, University Duisburg-Essen, Essen, Germany
| | | | | | - Sebastiaan Heidt
- Department of Immunology, Leiden University Medical Center, Leiden, The Netherlands
| | - Wesley Huisman
- Department of Parasitology, Leiden University Centre for Infectious Diseases, Leiden University Medical Center, Leiden, The Netherlands
| | - Simon P. Jochems
- Department of Parasitology, Leiden University Centre for Infectious Diseases, Leiden University Medical Center, Leiden, The Netherlands
| | | | - Oliver Witzke
- Department of Infectious Diseases, University Hospital Essen, University Duisburg-Essen, Essen, Germany
| | - Aiko P.J. de Vries
- Department of Internal Medicine, Leiden University Medical Center, Leiden, The Netherlands
| | - Andreas Kribben
- Department of Nephrology, University Hospital Essen, University Duisburg-Essen, Essen, Germany
| | - Bart Everts
- Department of Parasitology, Leiden University Centre for Infectious Diseases, Leiden University Medical Center, Leiden, The Netherlands
| | - Benjamin Wilde
- Department of Nephrology, University Hospital Essen, University Duisburg-Essen, Essen, Germany
| | - Ramon Arens
- Department of Immunology, Leiden University Medical Center, Leiden, The Netherlands
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7
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Revach OY, Cicerchia AM, Shorer O, Petrova B, Anderson S, Park J, Chen L, Mehta A, Wright SJ, McNamee N, Tal-Mason A, Cattaneo G, Tiwari P, Xie H, Sweere JM, Cheng LC, Sigal N, Enrico E, Miljkovic M, Evans SA, Nguyen N, Whidden ME, Srinivasan R, Spitzer MH, Sun Y, Sharova T, Lawless AR, Michaud WA, Rasmussen MQ, Fang J, Palin CA, Chen F, Wang X, Ferrone CR, Lawrence DP, Sullivan RJ, Liu D, Sachdeva UM, Sen DR, Flaherty KT, Manguso RT, Bod L, Kellis M, Boland GM, Yizhak K, Yang J, Kanarek N, Sade-Feldman M, Hacohen N, Jenkins RW. Disrupting CD38-driven T cell dysfunction restores sensitivity to cancer immunotherapy. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.02.12.579184. [PMID: 38405985 PMCID: PMC10888727 DOI: 10.1101/2024.02.12.579184] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/27/2024]
Abstract
A central problem in cancer immunotherapy with immune checkpoint blockade (ICB) is the development of resistance, which affects 50% of patients with metastatic melanoma1,2. T cell exhaustion, resulting from chronic antigen exposure in the tumour microenvironment, is a major driver of ICB resistance3. Here, we show that CD38, an ecto-enzyme involved in nicotinamide adenine dinucleotide (NAD+) catabolism, is highly expressed in exhausted CD8+ T cells in melanoma and is associated with ICB resistance. Tumour-derived CD38hiCD8+ T cells are dysfunctional, characterised by impaired proliferative capacity, effector function, and dysregulated mitochondrial bioenergetics. Genetic and pharmacological blockade of CD38 in murine and patient-derived organotypic tumour models (MDOTS/PDOTS) enhanced tumour immunity and overcame ICB resistance. Mechanistically, disrupting CD38 activity in T cells restored cellular NAD+ pools, improved mitochondrial function, increased proliferation, augmented effector function, and restored ICB sensitivity. Taken together, these data demonstrate a role for the CD38-NAD+ axis in promoting T cell exhaustion and ICB resistance, and establish the efficacy of CD38 directed therapeutic strategies to overcome ICB resistance using clinically relevant, patient-derived 3D tumour models.
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Affiliation(s)
- Or-Yam Revach
- Mass General Cancer Center, Krantz Family Center for Cancer Research, Department of Medicine, Massachusetts General Hospital, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Angelina M. Cicerchia
- Mass General Cancer Center, Krantz Family Center for Cancer Research, Department of Medicine, Massachusetts General Hospital, Boston, MA, USA
| | - Ofir Shorer
- Department of Cell Biology and Cancer Science, Rappaport Faculty of Medicine, Technion - Israel Institute of Technology, Haifa, Israel
| | - Boryana Petrova
- Harvard Medical School, Boston, MA, USA
- Department of Pathology, Boston Children’s Hospital, Boston, MA, USA
| | - Seth Anderson
- Mass General Cancer Center, Krantz Family Center for Cancer Research, Department of Medicine, Massachusetts General Hospital, Boston, MA, USA
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Joshua Park
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Lee Chen
- Computer Science and Artificial Intelligence Lab, Massachusetts Institute of Technology, Cambridge, MA, USA
| | - Arnav Mehta
- Mass General Cancer Center, Krantz Family Center for Cancer Research, Department of Medicine, Massachusetts General Hospital, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | | | - Niamh McNamee
- Harvard Medical School, Boston, MA, USA
- Division of Thoracic Surgery, Massachusetts General Hospital, Boston, MA, USA
| | - Aya Tal-Mason
- Harvard Medical School, Boston, MA, USA
- Division of Thoracic Surgery, Massachusetts General Hospital, Boston, MA, USA
| | - Giulia Cattaneo
- Division of Gastrointestinal and Oncologic Surgery, Department of Surgery, Massachusetts General Hospital, Boston, MA, USA
| | - Payal Tiwari
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Hongyan Xie
- Mass General Cancer Center, Krantz Family Center for Cancer Research, Department of Medicine, Massachusetts General Hospital, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | | | | | | | | | | | | | | | | | | | - Matthew H. Spitzer
- Teiko Bio, Salt Lake City, UT, USA
- Department of Otolaryngology-Head and Neck Cancer, University of California, San Francisco, San Francisco, CA, USA
- Department of Microbiology & Immunology, University of California, San Francisco, San Francisco, CA, USA
- Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco, San Francisco, CA, USA
- Chan Zuckerberg Biohub, San Francisco, CA 94158; Parker Institute for Cancer Immunotherapy, San Francisco, CA, USA
| | - Yi Sun
- Mass General Cancer Center, Krantz Family Center for Cancer Research, Department of Medicine, Massachusetts General Hospital, Boston, MA, USA
| | - Tatyana Sharova
- Division of Gastrointestinal and Oncologic Surgery, Department of Surgery, Massachusetts General Hospital, Boston, MA, USA
| | - Aleigha R. Lawless
- Division of Gastrointestinal and Oncologic Surgery, Department of Surgery, Massachusetts General Hospital, Boston, MA, USA
| | - William A. Michaud
- Division of Gastrointestinal and Oncologic Surgery, Department of Surgery, Massachusetts General Hospital, Boston, MA, USA
| | - Martin Q. Rasmussen
- Mass General Cancer Center, Krantz Family Center for Cancer Research, Department of Medicine, Massachusetts General Hospital, Boston, MA, USA
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Jacy Fang
- Mass General Cancer Center, Krantz Family Center for Cancer Research, Department of Medicine, Massachusetts General Hospital, Boston, MA, USA
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Claire A. Palin
- Mass General Cancer Center, Krantz Family Center for Cancer Research, Department of Medicine, Massachusetts General Hospital, Boston, MA, USA
| | - Feng Chen
- Division of Gastrointestinal and Oncologic Surgery, Department of Surgery, Massachusetts General Hospital, Boston, MA, USA
| | - Xinhui Wang
- Harvard Medical School, Boston, MA, USA
- Division of Gastrointestinal and Oncologic Surgery, Department of Surgery, Massachusetts General Hospital, Boston, MA, USA
| | - Cristina R. Ferrone
- Harvard Medical School, Boston, MA, USA
- Division of Gastrointestinal and Oncologic Surgery, Department of Surgery, Massachusetts General Hospital, Boston, MA, USA
- Department of Surgery, Cedars-Sinai Medical Center Los Angeles, CA, USA
| | - Donald P. Lawrence
- Mass General Cancer Center, Krantz Family Center for Cancer Research, Department of Medicine, Massachusetts General Hospital, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
| | - Ryan J. Sullivan
- Mass General Cancer Center, Krantz Family Center for Cancer Research, Department of Medicine, Massachusetts General Hospital, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
| | - David Liu
- Harvard Medical School, Boston, MA, USA
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
| | - Uma M. Sachdeva
- Harvard Medical School, Boston, MA, USA
- Division of Thoracic Surgery, Massachusetts General Hospital, Boston, MA, USA
| | - Debattama R. Sen
- Mass General Cancer Center, Krantz Family Center for Cancer Research, Department of Medicine, Massachusetts General Hospital, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Keith T. Flaherty
- Mass General Cancer Center, Krantz Family Center for Cancer Research, Department of Medicine, Massachusetts General Hospital, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
| | - Robert T. Manguso
- Mass General Cancer Center, Krantz Family Center for Cancer Research, Department of Medicine, Massachusetts General Hospital, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Lloyd Bod
- Mass General Cancer Center, Krantz Family Center for Cancer Research, Department of Medicine, Massachusetts General Hospital, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Manolis Kellis
- Department of Pathology, Boston Children’s Hospital, Boston, MA, USA
| | - Genevieve M. Boland
- Harvard Medical School, Boston, MA, USA
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Division of Gastrointestinal and Oncologic Surgery, Department of Surgery, Massachusetts General Hospital, Boston, MA, USA
| | - Keren Yizhak
- Department of Cell Biology and Cancer Science, Rappaport Faculty of Medicine, Technion - Israel Institute of Technology, Haifa, Israel
| | - Jiekun Yang
- Computer Science and Artificial Intelligence Lab, Massachusetts Institute of Technology, Cambridge, MA, USA
| | - Naama Kanarek
- Harvard Medical School, Boston, MA, USA
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Department of Pathology, Boston Children’s Hospital, Boston, MA, USA
| | - Moshe Sade-Feldman
- Mass General Cancer Center, Krantz Family Center for Cancer Research, Department of Medicine, Massachusetts General Hospital, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Nir Hacohen
- Mass General Cancer Center, Krantz Family Center for Cancer Research, Department of Medicine, Massachusetts General Hospital, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Russell W. Jenkins
- Mass General Cancer Center, Krantz Family Center for Cancer Research, Department of Medicine, Massachusetts General Hospital, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
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8
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Kar A, Ghosh P, Gautam A, Chowdhury S, Basak D, Sarkar I, Bhoumik A, Barman S, Chakraborty P, Mukhopadhyay A, Mehrotra S, Ganesan SK, Paul S, Chatterjee S. CD38-RyR2 axis-mediated signaling impedes CD8 + T cell response to anti-PD1 therapy in cancer. Proc Natl Acad Sci U S A 2024; 121:e2315989121. [PMID: 38451948 PMCID: PMC10945783 DOI: 10.1073/pnas.2315989121] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/14/2023] [Accepted: 01/08/2024] [Indexed: 03/09/2024] Open
Abstract
PD1 blockade therapy, harnessing the cytotoxic potential of CD8+ T cells, has yielded clinical success in treating malignancies. However, its efficacy is often limited due to the progressive differentiation of intratumoral CD8+ T cells into a hypofunctional state known as terminal exhaustion. Despite identifying CD8+ T cell subsets associated with immunotherapy resistance, the molecular pathway triggering the resistance remains elusive. Given the clear association of CD38 with CD8+ T cell subsets resistant to anti-PD1 therapy, we investigated its role in inducing resistance. Phenotypic and functional characterization, along with single-cell RNA sequencing analysis of both in vitro chronically stimulated and intratumoral CD8+ T cells, revealed that CD38-expressing CD8+ T cells are terminally exhausted. Exploring the molecular mechanism, we found that CD38 expression was crucial in promoting terminal differentiation of CD8+ T cells by suppressing TCF1 expression, thereby rendering them unresponsive to anti-PD1 therapy. Genetic ablation of CD38 in tumor-reactive CD8+ T cells restored TCF1 levels and improved the responsiveness to anti-PD1 therapy in mice. Mechanistically, CD38 expression on exhausted CD8+ T cells elevated intracellular Ca2+ levels through RyR2 calcium channel activation. This, in turn, promoted chronic AKT activation, leading to TCF1 loss. Knockdown of RyR2 or inhibition of AKT in CD8+ T cells maintained TCF1 levels, induced a sustained anti-tumor response, and enhanced responsiveness to anti-PD1 therapy. Thus, targeting CD38 represents a potential strategy to improve the efficacy of anti-PD1 treatment in cancer.
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Affiliation(s)
- Anwesha Kar
- Division of Cancer Biology and Inflammatory Disorder, Translational Research Unit of Excellence, Council of Scientific and Industrial Research-Indian Institute of Chemical Biology, Kolkata700032, West Bengal, India
- Academy of Scientific and Innovative Research (AcSIR), Ghaziabad201002, Uttar Pradesh, India
| | - Puspendu Ghosh
- Division of Cancer Biology and Inflammatory Disorder, Translational Research Unit of Excellence, Council of Scientific and Industrial Research-Indian Institute of Chemical Biology, Kolkata700032, West Bengal, India
| | - Anupam Gautam
- Algorithms in Bioinformatics, Institute for Bioinformatics and Medical Informatics, University of Tübingen, Sand 1472076, Tübingen, Baden-Württemberg, Germany
- International Max Planck Research School “From Molecules to Organisms”, Max Planck Institute for Biology Tübingen72076, Tübingen, Baden-Württemberg, Germany
| | - Snehanshu Chowdhury
- Division of Cancer Biology and Inflammatory Disorder, Translational Research Unit of Excellence, Council of Scientific and Industrial Research-Indian Institute of Chemical Biology, Kolkata700032, West Bengal, India
- Academy of Scientific and Innovative Research (AcSIR), Ghaziabad201002, Uttar Pradesh, India
| | - Debashree Basak
- Division of Cancer Biology and Inflammatory Disorder, Translational Research Unit of Excellence, Council of Scientific and Industrial Research-Indian Institute of Chemical Biology, Kolkata700032, West Bengal, India
- Academy of Scientific and Innovative Research (AcSIR), Ghaziabad201002, Uttar Pradesh, India
| | - Ishita Sarkar
- Division of Cancer Biology and Inflammatory Disorder, Translational Research Unit of Excellence, Council of Scientific and Industrial Research-Indian Institute of Chemical Biology, Kolkata700032, West Bengal, India
| | - Arpita Bhoumik
- Division of Cancer Biology and Inflammatory Disorder, Translational Research Unit of Excellence, Council of Scientific and Industrial Research-Indian Institute of Chemical Biology, Kolkata700032, West Bengal, India
| | - Shubhrajit Barman
- Academy of Scientific and Innovative Research (AcSIR), Ghaziabad201002, Uttar Pradesh, India
- Division of Structural Biology & Bioinformatics, Council of Scientific and Industrial Research-Indian Institute of Chemical Biology, Kolkata700032, West Bengal, India
| | - Paramita Chakraborty
- Department of Surgery, Medical University of South Carolina, Charleston, South CarolinaSC- 29425
| | - Asima Mukhopadhyay
- Kolkata Gynaecology Oncology Trials and Translational Research Group, Kolkata700156, West Bengal, India
| | - Shikhar Mehrotra
- Department of Surgery, Medical University of South Carolina, Charleston, South CarolinaSC- 29425
| | - Senthil Kumar Ganesan
- Division of Structural Biology & Bioinformatics, Council of Scientific and Industrial Research-Indian Institute of Chemical Biology, Kolkata700032, West Bengal, India
| | - Sandip Paul
- System Biology Informatics Lab, Center for Health Science and Technology, JIS Institute of Advanced Studies and Research, JIS University, Kolkata700091, West Bengal, India
| | - Shilpak Chatterjee
- Division of Cancer Biology and Inflammatory Disorder, Translational Research Unit of Excellence, Council of Scientific and Industrial Research-Indian Institute of Chemical Biology, Kolkata700032, West Bengal, India
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9
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Huang Y, Shao M, Teng X, Si X, Wu L, Jiang P, Liu L, Cai B, Wang X, Han Y, Feng Y, Liu K, Zhang Z, Cui J, Zhang M, Hu Y, Qian P, Huang H. Inhibition of CD38 enzymatic activity enhances CAR-T cell immune-therapeutic efficacy by repressing glycolytic metabolism. Cell Rep Med 2024; 5:101400. [PMID: 38307031 PMCID: PMC10897548 DOI: 10.1016/j.xcrm.2024.101400] [Citation(s) in RCA: 11] [Impact Index Per Article: 11.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/26/2023] [Revised: 10/10/2023] [Accepted: 01/08/2024] [Indexed: 02/04/2024]
Abstract
Chimeric antigen receptor (CAR)-T therapy has shown superior efficacy against hematopoietic malignancies. However, many patients failed to achieve sustainable tumor control partially due to CAR-T cell exhaustion and limited persistence. In this study, by performing single-cell multi-omics data analysis on patient-derived CAR-T cells, we identify CD38 as a potential hallmark of exhausted CAR-T cells, which is positively correlated with exhaustion-related transcription factors and further confirmed with in vitro exhaustion models. Moreover, inhibiting CD38 activity reverses tonic signaling- or tumor antigen-induced exhaustion independent of single-chain variable fragment design or costimulatory domain, resulting in improved CAR-T cell cytotoxicity and antitumor response. Mechanistically, CD38 inhibition synergizes the downregulation of CD38-cADPR -Ca2+ signaling and activation of the CD38-NAD+-SIRT1 axis to suppress glycolysis. Collectively, our findings shed light on the role of CD38 in CAR-T cell exhaustion and suggest potential clinical applications of CD38 inhibition in enhancing the efficacy and persistence of CAR-T cell therapy.
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Affiliation(s)
- Yue Huang
- Bone Marrow Transplantation Center, The First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou 310058, China; Liangzhu Laboratory, Zhejiang University, Hangzhou 311121, China; Institute of Hematology, Zhejiang University, Hangzhou 310058, China
| | - Mi Shao
- Bone Marrow Transplantation Center, The First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou 310058, China; Liangzhu Laboratory, Zhejiang University, Hangzhou 311121, China; Institute of Hematology, Zhejiang University, Hangzhou 310058, China
| | - Xinyi Teng
- Bone Marrow Transplantation Center, The First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou 310058, China; Liangzhu Laboratory, Zhejiang University, Hangzhou 311121, China; Institute of Hematology, Zhejiang University, Hangzhou 310058, China
| | - Xiaohui Si
- Bone Marrow Transplantation Center, The First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou 310058, China; Liangzhu Laboratory, Zhejiang University, Hangzhou 311121, China; Institute of Hematology, Zhejiang University, Hangzhou 310058, China
| | - Longyuan Wu
- Bone Marrow Transplantation Center, The First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou 310058, China; Liangzhu Laboratory, Zhejiang University, Hangzhou 311121, China; Institute of Hematology, Zhejiang University, Hangzhou 310058, China
| | - Penglei Jiang
- Liangzhu Laboratory, Zhejiang University, Hangzhou 311121, China; Institute of Hematology, Zhejiang University, Hangzhou 310058, China; Zhejiang Province Engineering Research Center for Stem Cell and Immunity Therapy, Hangzhou 310058, China
| | - Lianxuan Liu
- Institute of Hematology, Zhejiang University, Hangzhou 310058, China
| | - Bohan Cai
- Institute of Hematology, Zhejiang University, Hangzhou 310058, China
| | - Xiujian Wang
- Bone Marrow Transplantation Center, The First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou 310058, China; Liangzhu Laboratory, Zhejiang University, Hangzhou 311121, China; Institute of Hematology, Zhejiang University, Hangzhou 310058, China
| | - Yingli Han
- Bone Marrow Transplantation Center, The First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou 310058, China; Liangzhu Laboratory, Zhejiang University, Hangzhou 311121, China; Institute of Hematology, Zhejiang University, Hangzhou 310058, China
| | - Youqin Feng
- Bone Marrow Transplantation Center, The First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou 310058, China; Liangzhu Laboratory, Zhejiang University, Hangzhou 311121, China; Institute of Hematology, Zhejiang University, Hangzhou 310058, China
| | - Kai Liu
- Liangzhu Laboratory, Zhejiang University, Hangzhou 311121, China; Institute of Hematology, Zhejiang University, Hangzhou 310058, China
| | - Zhaoru Zhang
- Liangzhu Laboratory, Zhejiang University, Hangzhou 311121, China; Institute of Hematology, Zhejiang University, Hangzhou 310058, China; Zhejiang Province Engineering Research Center for Stem Cell and Immunity Therapy, Hangzhou 310058, China
| | - Jiazhen Cui
- Bone Marrow Transplantation Center, The First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou 310058, China; Liangzhu Laboratory, Zhejiang University, Hangzhou 311121, China; Institute of Hematology, Zhejiang University, Hangzhou 310058, China
| | - Mingming Zhang
- Bone Marrow Transplantation Center, The First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou 310058, China; Liangzhu Laboratory, Zhejiang University, Hangzhou 311121, China; Institute of Hematology, Zhejiang University, Hangzhou 310058, China
| | - Yongxian Hu
- Bone Marrow Transplantation Center, The First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou 310058, China; Liangzhu Laboratory, Zhejiang University, Hangzhou 311121, China; Institute of Hematology, Zhejiang University, Hangzhou 310058, China.
| | - Pengxu Qian
- Liangzhu Laboratory, Zhejiang University, Hangzhou 311121, China; Institute of Hematology, Zhejiang University, Hangzhou 310058, China; Zhejiang Province Engineering Research Center for Stem Cell and Immunity Therapy, Hangzhou 310058, China.
| | - He Huang
- Bone Marrow Transplantation Center, The First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou 310058, China; Liangzhu Laboratory, Zhejiang University, Hangzhou 311121, China; Institute of Hematology, Zhejiang University, Hangzhou 310058, China.
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10
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Hofstee MI, Cevirgel A, de Zeeuw-Brouwer ML, de Rond L, van der Klis F, Buisman AM. Cytomegalovirus and Epstein-Barr virus co-infected young and middle-aged adults can have an aging-related T-cell phenotype. Sci Rep 2023; 13:10912. [PMID: 37407603 DOI: 10.1038/s41598-023-37502-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/21/2023] [Accepted: 06/22/2023] [Indexed: 07/07/2023] Open
Abstract
Cytomegalovirus (CMV) is known to alter circulating effector memory or re-expressing CD45RA+ (TemRA) T-cell numbers, but whether Epstein-Barr virus (EBV) does the same or this is amplified during a CMV and EBV co-infection is unclear. Immune cell numbers in blood of children and young, middle-aged, and senior adults (n = 336) were determined with flow cytometry, and additional multivariate linear regression, intra-group correlation, and cluster analyses were performed. Compared to non-infected controls, CMV-seropositive individuals from all age groups had more immune cell variance, and CMV+ EBV- senior adults had more late-differentiated CD4+ and CD8+ TemRA and CD4+ effector memory T-cells. EBV-seropositive children and young adults had a more equal immune cell composition than non-infected controls, and CMV- EBV+ senior adults had more intermediate/late-differentiated CD4+ TemRA and effector memory T-cells than non-infected controls. CMV and EBV co-infected young and middle-aged adults with an elevated BMI and anti-CMV antibody levels had a similar immune cell composition as senior adults, and CMV+ EBV+ middle-aged adults had more late-differentiated CD8+ TemRA, effector memory, and HLA-DR+ CD38- T-cells than CMV+ EBV- controls. This study identified changes in T-cell numbers in CMV- or EBV-seropositive individuals and that some CMV and EBV co-infected young and middle-aged adults had an aging-related T-cell phenotype.
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Affiliation(s)
- Marloes I Hofstee
- Centre for Infectious Disease Control, National Institute for Public Health and the Environment (RIVM), Antonie Van Leeuwenhoeklaan 9, 3721 MA, Bilthoven, The Netherlands.
| | - Alper Cevirgel
- Centre for Infectious Disease Control, National Institute for Public Health and the Environment (RIVM), Antonie Van Leeuwenhoeklaan 9, 3721 MA, Bilthoven, The Netherlands
- Department of Medical Microbiology and Infection Prevention, Virology and Immunology Research Group, University Medical Center Groningen, Groningen, The Netherlands
| | - Mary-Lène de Zeeuw-Brouwer
- Centre for Infectious Disease Control, National Institute for Public Health and the Environment (RIVM), Antonie Van Leeuwenhoeklaan 9, 3721 MA, Bilthoven, The Netherlands
| | - Lia de Rond
- Centre for Infectious Disease Control, National Institute for Public Health and the Environment (RIVM), Antonie Van Leeuwenhoeklaan 9, 3721 MA, Bilthoven, The Netherlands
| | - Fiona van der Klis
- Centre for Infectious Disease Control, National Institute for Public Health and the Environment (RIVM), Antonie Van Leeuwenhoeklaan 9, 3721 MA, Bilthoven, The Netherlands
| | - Anne-Marie Buisman
- Centre for Infectious Disease Control, National Institute for Public Health and the Environment (RIVM), Antonie Van Leeuwenhoeklaan 9, 3721 MA, Bilthoven, The Netherlands
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11
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Reolo MJY, Otsuka M, Seow JJW, Lee J, Lee YH, Nguyen PHD, Lim CJ, Wasser M, Chua C, Lim TKH, Leow WQ, Chung A, Goh BKP, Chow PKH, DasGupta R, Yeong JPS, Chew V. CD38 marks the exhausted CD8 + tissue-resident memory T cells in hepatocellular carcinoma. Front Immunol 2023; 14:1182016. [PMID: 37377962 PMCID: PMC10292929 DOI: 10.3389/fimmu.2023.1182016] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/08/2023] [Accepted: 05/22/2023] [Indexed: 06/29/2023] Open
Abstract
Introduction Despite recent advances in immunotherapy for hepatocellular carcinoma (HCC), the overall modest response rate underscores the need for a better understanding of the tumor microenvironment (TME) of HCC. We have previously shown that CD38 is widely expressed on tumor-infiltrating leukocytes (TILs), predominantly on CD3+ T cells and monocytes. However, its specific role in the HCC TME remains unclear. Methods In this current study, we used cytometry time-of-flight (CyTOF), bulk RNA sequencing on sorted T cells, and single-cell RNA (scRNA) sequencing to interrogate expression of CD38 and its correlation with T cell exhaustion in HCC samples. We also employed multiplex immunohistochemistry (mIHC) for validating our findings. Results From CyTOF analysis, we compared the immune composition of CD38-expressing leukocytes in TILs, non-tumor tissue-infiltrating leukocytes (NIL), and peripheral blood mononuclear cells (PBMC). We identified CD8+ T cells as the dominant CD38-expressing TILs and found that CD38 expression was significantly higher in CD8+ TRM in TILs than in NILs. Furthermore, through transcriptomic analysis on sorted CD8+ TRM from HCC tumors, we observed a higher expression of CD38 along with T cell exhaustion genes, including PDCD1 and CTLA4, compared to the circulating memory CD8 T cells from PBMC. This was validated by scRNA sequencing that revealed co-expression of CD38 with PDCD1, CTLA4, and ITGAE (CD103) in T cells from HCC tumors. The protein co-expression of CD38 and PD-1 on CD8+ T cells was further demonstrated by mIHC on HCC FFPE tissues, marking CD38 as a T cell co-exhaustion marker in HCC. Lastly, the higher proportions of CD38+PD-1+ CD8+ T cells and CD38+PD-1+ TRM were significantly associated with the higher histopathological grades of HCC, indicating its role in the aggressiveness of the disease. Conclusion Taken together, the concurrent expression of CD38 with exhaustion markers on CD8+ TRM underpins its role as a key marker of T cell exhaustion and a potential therapeutic target for restoring cytotoxic T cell function in HCC.
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Affiliation(s)
- Marie J. Y. Reolo
- Translational Immunology Institute (TII), SingHealth-DukeNUS Academic Medical Centre, Singapore, Singapore
| | - Masayuki Otsuka
- Translational Immunology Institute (TII), SingHealth-DukeNUS Academic Medical Centre, Singapore, Singapore
| | - Justine Jia Wen Seow
- Genome Institute of Singapore (GIS), Agency for Science, Technology and Research (A*STAR), Singapore, Singapore
| | - Joycelyn Lee
- Division of Medical Oncology, National Cancer Centre Singapore, Singapore, Singapore
| | - Yun Hua Lee
- Translational Immunology Institute (TII), SingHealth-DukeNUS Academic Medical Centre, Singapore, Singapore
| | - Phuong H. D. Nguyen
- Translational Immunology Institute (TII), SingHealth-DukeNUS Academic Medical Centre, Singapore, Singapore
| | - Chun Jye Lim
- Translational Immunology Institute (TII), SingHealth-DukeNUS Academic Medical Centre, Singapore, Singapore
| | - Martin Wasser
- Translational Immunology Institute (TII), SingHealth-DukeNUS Academic Medical Centre, Singapore, Singapore
| | - Camillus Chua
- Translational Immunology Institute (TII), SingHealth-DukeNUS Academic Medical Centre, Singapore, Singapore
| | - Tony K. H. Lim
- Department of Anatomical Pathology, Singapore General Hospital, Singapore, Singapore
| | - Wei Qiang Leow
- Department of Anatomical Pathology, Singapore General Hospital, Singapore, Singapore
| | - Alexander Chung
- Department of Hepatopancreatobiliary and Transplant Surgery, Division of Surgery and Surgical Oncology, Singapore General Hospital and National Cancer Centre Singapore, Singapore, Singapore
| | - Brian K. P. Goh
- Department of Hepatopancreatobiliary and Transplant Surgery, Division of Surgery and Surgical Oncology, Singapore General Hospital and National Cancer Centre Singapore, Singapore, Singapore
- SingHealth-DukeNUS Academic Surgery Program, Duke-NUS Graduate Medical School, Singapore, Singapore
| | - Pierce K. H. Chow
- Department of Hepatopancreatobiliary and Transplant Surgery, Division of Surgery and Surgical Oncology, Singapore General Hospital and National Cancer Centre Singapore, Singapore, Singapore
- SingHealth-DukeNUS Academic Surgery Program, Duke-NUS Graduate Medical School, Singapore, Singapore
- Division of Medical Science, National Cancer Center, Singapore, Singapore
| | - Ramanuj DasGupta
- Genome Institute of Singapore (GIS), Agency for Science, Technology and Research (A*STAR), Singapore, Singapore
| | - Joe Poh Sheng Yeong
- Department of Anatomical Pathology, Singapore General Hospital, Singapore, Singapore
| | - Valerie Chew
- Translational Immunology Institute (TII), SingHealth-DukeNUS Academic Medical Centre, Singapore, Singapore
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