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Wang Z, Sun Z, Lv H, Wu W, Li H, Jiang T. Machine learning-based model for CD4 + conventional T cell genes to predict survival and immune responses in colorectal cancer. Sci Rep 2024; 14:24426. [PMID: 39424871 PMCID: PMC11489786 DOI: 10.1038/s41598-024-75270-y] [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: 06/26/2024] [Accepted: 10/03/2024] [Indexed: 10/21/2024] Open
Abstract
Globally, CRC ranks as a principal cause of mortality, with projections indicating a substantial rise in both incidence and mortality by the year 2040. The immunological responses to cancer heavily rely on the function of CD4Tconv. Despite this critical role, prognostic studies on CRC-related CD4Tconv remain insufficient. In this investigation, transcriptomic and clinical data were sourced from TCGA and GEO. Initially, we pinpointed CD4TGs using single-cell datasets. Prognostic genes were then isolated through univariate Cox regression analysis. Building upon this, 101 machine learning algorithms were employed to devise a novel risk assessment framework, which underwent rigorous validation using Kaplan-Meier survival analysis, univariate and multivariate Cox regression, time-dependent ROC curves, nomograms, and calibration plots. Furthermore, GSEA facilitated the examination of these genes' potential roles. The RS derived from this model was also analyzed for its implications in the TME, and its potential utility in immunotherapy and chemotherapy contexts. A novel prognostic model was developed, utilizing eight CD4TGs that are significantly linked to the outcomes of patients with CRC. This model's RS showcased remarkable predictive reliability for the overall survival rates of CRC patients and strongly correlated with malignancy levels. RS serves as an autonomous prognostic indicator, capable of accurately forecasting patient prognoses. Based on the median value of RS, patients were categorized into subgroups of high and low risk. The subgroup with higher risk demonstrated increased immune infiltration and heightened activity of genes associated with immunity. This investigation's establishment of a CD4TGs risk model introduces novel biomarkers for the clinical evaluation of CRC risks. These biomarkers may enhance therapeutic approaches and, in turn, elevate the clinical outcomes for patients with CRC by facilitating an integrated treatment strategy.
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Affiliation(s)
- Zijing Wang
- First Clinical Medical College, General Hospital of Ningxia Medical University, 804 Shengli Road, Yinchuan, 750004, China
| | - Zhanyuan Sun
- First Clinical Medical College, General Hospital of Ningxia Medical University, 804 Shengli Road, Yinchuan, 750004, China
| | - Hengyi Lv
- First Clinical Medical College, General Hospital of Ningxia Medical University, 804 Shengli Road, Yinchuan, 750004, China
| | - Wenjun Wu
- First Clinical Medical College, General Hospital of Ningxia Medical University, 804 Shengli Road, Yinchuan, 750004, China
| | - Hai Li
- Department of Anal-Colorectal Surgery, General Hospital of Ningxia Medical University, 804 Shengli Road, Yinchuan, 750004, China
| | - Tao Jiang
- Department of Anal-Colorectal Surgery, General Hospital of Ningxia Medical University, 804 Shengli Road, Yinchuan, 750004, China.
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2
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Boos D, Chuang TD, Abbasi A, Luzzi A, Khorram O. The immune landscape of uterine fibroids as determined by mass cytometry. F&S SCIENCE 2024; 5:272-282. [PMID: 38925276 PMCID: PMC11404535 DOI: 10.1016/j.xfss.2024.06.004] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/03/2024] [Revised: 06/19/2024] [Accepted: 06/20/2024] [Indexed: 06/28/2024]
Abstract
OBJECTIVE To study the differences in immune cell profiles in uterine fibroids (Fibs) and matched myometrium (Myo). DESIGN Observational study. SETTING Laboratory study. PATIENT(S) The study included tissue that was collected from 10 pairs of Fib and matched Myo from women, not on hormonal medications, undergoing hysterectomy and myomectomy. INTERVENTION(S) None. MAIN OUTCOME MEASURE(S) Differences in immune cell and cytokine composition between Fib and matched Myo. RESULT(S) The mass cytometry analysis indicated that Fibs had a significantly higher number of natural killer (NK) cells, total macrophages, M2 macrophages, and conventional dendritic cells when compared with matched Myo from the same patient. In contrast, Fibs had significantly fewer CD3 and CD4 T cells when compared with Myo. The mass cytometry analysis results did not show any significant difference in the number of resting mast cells. Immunoflurorescent and immunohistochemical imaging confirmed the cytometry by time of flight results, showing a significantly higher number of NK cells, tryptase-positive mast cells indicative of mast cell activation, total macrophages, and M2 cells in Fibs and a significantly lower number of CD3 and CD4 T cells. The cytokine assay revealed significantly increased levels of human interferon α2, interleukin (IL)-1α, and platelet-derived growth factor AA and significantly lower levels of macrophage colony-stimulating factor and IL-1 receptor antagonist in Fib. CONCLUSION(S) Our results show significant differences in immune cell populations and cytokine levels between Fib and Myo. These differences could account for the increased inflammation in fib and a potential mechanism by which these tumors evade the immune system. These findings provide a foundation for further studies exploring the role of immune cells in Fib development.
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Affiliation(s)
- Drake Boos
- The Lundquist Institute for Biomedical Innovation, Torrance, California
| | - Tsai-Der Chuang
- The Lundquist Institute for Biomedical Innovation, Torrance, California
| | - Asghar Abbasi
- The Lundquist Institute for Biomedical Innovation, Torrance, California
| | - Anna Luzzi
- The Lundquist Institute for Biomedical Innovation, Torrance, California
| | - Omid Khorram
- The Lundquist Institute for Biomedical Innovation, Torrance, California; Department of Obstetrics and Gynecology, David Geffen School of Medicine at University of California, Los Angeles, California.
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Yee EJ, Gilbert D, Kaplan J, Wani S, Kim SS, McCarter MD, Stewart CL. Effect of Neoadjuvant Chemotherapy on Tumor-Infiltrating Lymphocytes in Resectable Gastric Cancer: Analysis from a Western Academic Center. Cancers (Basel) 2024; 16:1428. [PMID: 38611107 PMCID: PMC11010931 DOI: 10.3390/cancers16071428] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/24/2024] [Revised: 03/29/2024] [Accepted: 04/06/2024] [Indexed: 04/14/2024] Open
Abstract
Tumor-infiltrating lymphocytes (TILs) are an emerging biomarker predictive of response to immunotherapy across a spectrum of solid organ malignancies. The characterization of TILs in gastric cancer (GC) treated with contemporary, multiagent neoadjuvant chemotherapy (NAC) is understudied. In this retrospective investigation, we analyzed the degree of infiltration, phenotype, and spatial distribution of TILs via immunohistochemistry within resected GC specimens treated with or without NAC at a Western center. We hypothesized that NAC executes immunostimulatory roles, as evidenced by an increased number of anti-tumor TILs in the tumor microenvironment. We found significantly elevated levels of conventional and memory CD8+ T cells, as well as total TILs (CD4+, CD8+, Treg, B cells), within chemotherapy-treated tumors compared with chemotherapy-naïve specimens. We also revealed important associations between survival and pathologic responses with enhanced TIL infiltration. Taken together, our findings advocate for an immunostimulatory role of chemotherapy and underscore the potential synergistic effect of combining chemotherapy with immunotherapy in resectable gastric cancer.
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Affiliation(s)
- Elliott J. Yee
- Division of Surgical Oncology, Department of Surgery, University of Colorado, Anschutz Medical Campus, Aurora, CO 80045, USA; (D.G.); (M.D.M.); (C.L.S.)
| | - Danielle Gilbert
- Division of Surgical Oncology, Department of Surgery, University of Colorado, Anschutz Medical Campus, Aurora, CO 80045, USA; (D.G.); (M.D.M.); (C.L.S.)
| | - Jeffrey Kaplan
- Department of Pathology, University of Colorado, Aurora, CO 80045, USA;
| | - Sachin Wani
- Division of Gastroenterology, Department of Medicine, University of Colorado, Aurora, CO 80045, USA;
| | - Sunnie S. Kim
- Division of Medical Oncology, Department of Medicine, University of Colorado, Aurora, CO 80045, USA;
| | - Martin D. McCarter
- Division of Surgical Oncology, Department of Surgery, University of Colorado, Anschutz Medical Campus, Aurora, CO 80045, USA; (D.G.); (M.D.M.); (C.L.S.)
| | - Camille L. Stewart
- Division of Surgical Oncology, Department of Surgery, University of Colorado, Anschutz Medical Campus, Aurora, CO 80045, USA; (D.G.); (M.D.M.); (C.L.S.)
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4
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Peng S, Lin A, Jiang A, Zhang C, Zhang J, Cheng Q, Luo P, Bai Y. CTLs heterogeneity and plasticity: implications for cancer immunotherapy. Mol Cancer 2024; 23:58. [PMID: 38515134 PMCID: PMC10956324 DOI: 10.1186/s12943-024-01972-6] [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: 12/25/2023] [Accepted: 02/26/2024] [Indexed: 03/23/2024] Open
Abstract
Cytotoxic T lymphocytes (CTLs) play critical antitumor roles, encompassing diverse subsets including CD4+, NK, and γδ T cells beyond conventional CD8+ CTLs. However, definitive CTLs biomarkers remain elusive, as cytotoxicity-molecule expression does not necessarily confer cytotoxic capacity. CTLs differentiation involves transcriptional regulation by factors such as T-bet and Blimp-1, although epigenetic regulation of CTLs is less clear. CTLs promote tumor killing through cytotoxic granules and death receptor pathways, but may also stimulate tumorigenesis in some contexts. Given that CTLs cytotoxicity varies across tumors, enhancing this function is critical. This review summarizes current knowledge on CTLs subsets, biomarkers, differentiation mechanisms, cancer-related functions, and strategies for improving cytotoxicity. Key outstanding questions include refining the CTLs definition, characterizing subtype diversity, elucidating differentiation and senescence pathways, delineating CTL-microbe relationships, and enabling multi-omics profiling. A more comprehensive understanding of CTLs biology will facilitate optimization of their immunotherapy applications. Overall, this review synthesizes the heterogeneity, regulation, functional roles, and enhancement strategies of CTLs in antitumor immunity, highlighting gaps in our knowledge of subtype diversity, definitive biomarkers, epigenetic control, microbial interactions, and multi-omics characterization. Addressing these questions will refine our understanding of CTLs immunology to better leverage cytotoxic functions against cancer.
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Affiliation(s)
- Shengkun Peng
- Department of Radiology, Sichuan Provincial People's Hospital, School of Medicine, University of Electronic Science and Technology of China, Chengdu, China
| | - Anqi Lin
- Department of Oncology, Zhujiang Hospital, Southern Medical University, Guangzhou, 510282, Guangdong, China
| | - Aimin Jiang
- Department of Urology, Changhai hospital, Naval Medical University (Second Military Medical University), Shanghai, China
| | - Cangang Zhang
- Department of Pathogenic Microbiology and ImmunologySchool of Basic Medical Sciences, Xi'an Jiaotong University, Xi'an, 710061, Shaanxi, China
| | - Jian Zhang
- Department of Oncology, Zhujiang Hospital, Southern Medical University, Guangzhou, 510282, Guangdong, China
| | - Quan Cheng
- Department of Neurosurgery, Xiangya Hospital, Central South University, Changsha, 410008, Hunan, China.
- National Clinical Research Center for Geriatric Disorders, Xiangya HospitalCentral South University, Hunan, China.
| | - Peng Luo
- Department of Oncology, Zhujiang Hospital, Southern Medical University, Guangzhou, 510282, Guangdong, China.
| | - Yifeng Bai
- Department of Oncology, Sichuan Provincial People's Hospital, School of Medicine, University of Electronic Science and Technology of China, Chengdu, China.
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Venkatesh H, Tracy SI, Farrar MA. Cytotoxic CD4 T cells in the mucosa and in cancer. Front Immunol 2023; 14:1233261. [PMID: 37654482 PMCID: PMC10466411 DOI: 10.3389/fimmu.2023.1233261] [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: 06/01/2023] [Accepted: 07/24/2023] [Indexed: 09/02/2023] Open
Abstract
CD4 T cells were initially described as helper cells that promote either the cellular immune response (Th1 cells) or the humoral immune response (Th2 cells). Since then, a plethora of functionally distinct helper and regulatory CD4 T cell subsets have been described. CD4 T cells with cytotoxic function were first described in the setting of viral infections and autoimmunity, and more recently in cancer and gut dysbiosis. Regulatory CD4 T cell subsets such as Tregs and T-regulatory type 1 (Tr1) cells have also been shown to have cytotoxic potential. Indeed, Tr1 cells have been shown to be important for maintenance of stem cell niches in the bone marrow and the gut. This review will provide an overview of cytotoxic CD4 T cell development, and discuss the role of inflammatory and Tr1-like cytotoxic CD4 T cells in maintenance of intestinal stem cells and in anti-cancer immune responses.
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Affiliation(s)
- Hrishi Venkatesh
- Center for Immunology, Masonic Cancer Center, Minneapolis, MN, United States
- University of Minnesota, Department of Laboratory Medicine and Pathology, Minneapolis, MN, United States
| | - Sean I. Tracy
- Center for Immunology, Masonic Cancer Center, Minneapolis, MN, United States
- Division of Hematology, Oncology and Transplantation, Department of Medicine, University of Minnesota, Minneapolis, MN, United States
| | - Michael A. Farrar
- Center for Immunology, Masonic Cancer Center, Minneapolis, MN, United States
- University of Minnesota, Department of Laboratory Medicine and Pathology, Minneapolis, MN, United States
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Duggan WP, Salvucci M, Kisakol B, Lindner AU, Reynolds IS, Dussmann H, Fay J, O'Grady T, Longley DB, Ginty F, Mc Donough E, Slade DJ, Burke JP, Prehn JHM. Increased Fusobacterium tumoural abundance affects immunogenicity in mucinous colorectal cancer and may be associated with improved clinical outcome. J Mol Med (Berl) 2023; 101:829-841. [PMID: 37171483 PMCID: PMC10300184 DOI: 10.1007/s00109-023-02324-5] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/10/2022] [Revised: 04/04/2023] [Accepted: 04/19/2023] [Indexed: 05/13/2023]
Abstract
There is currently an urgent need to identify factors predictive of immunogenicity in colorectal cancer (CRC). Mucinous CRC is a distinct histological subtype of CRC, associated with a poor response to chemotherapy. Recent evidence suggests the commensal facultative anaerobe Fusobacterium may be especially prevalent in mucinous CRC. The objectives of this study were to assess the association of Fusobacterium abundance with immune cell composition and prognosis in mucinous CRC. Our study included two independent colorectal cancer patient cohorts, The Cancer Genome Atlas (TCGA) cohort, and a cohort of rectal cancers from the Beaumont RCSI Cancer Centre (BRCC). Multiplexed immunofluorescence staining of a tumour microarray (TMA) from the BRCC cohort was undertaken using Cell DIVE technology. Our cohorts included 87 cases (13.3%) of mucinous and 565 cases (86.7%) of non-mucinous CRC. Mucinous CRC in the TCGA dataset was associated with an increased proportion of CD8 + lymphocytes (p = 0.018), regulatory T-cells (p = 0.001) and M2 macrophages (p = 0.001). In the BRCC cohort, mucinous RC was associated with enhanced CD8 + lymphocyte (p = 0.022), regulatory T-cell (p = 0.047), and B-cell (p = 0.025) counts. High Fusobacterium abundance was associated with an increased proportion of CD4 + lymphocytes (p = 0.031) and M1 macrophages (p = 0.006), whilst M2 macrophages (p = 0.043) were under-represented in this cohort. Patients with increased Fusobacterium relative abundance in our mucinous CRC TCGA cohort tended to have better clinical outcomes (DSS: likelihood ratio p = 0.04, logrank p = 0.052). Fusobacterium abundance may be associated with improved outcomes in mucinous CRC, possibly due to a modulatory effect on the host immune response. KEY MESSAGES: • Increased Fusobacterium relative abundance was not found to be associated with microsatellite instability in mucinous CRC. • Increased Fusobacterium relative abundance was associated with an M2/M1 macrophage switch, which is especially significant in mucinous CRC, where M2 macrophages are overexpressed. • Increased Fusobacterium relative abundance was associated with a significant improvement in disease specific survival in mucinous CRC. • Our findings were validated at a protein level within our own in house mucinous and non-mucinous rectal cancer cohorts.
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Affiliation(s)
- William P Duggan
- Department of Colorectal Surgery, Beaumont Hospital, Dublin 9, Ireland
- Department of Physiology and Medical Physicsand, RCSI Centre for Systems Medicine , Royal College of Surgeons in Ireland, Dublin 2, Ireland
| | - Manuela Salvucci
- Department of Physiology and Medical Physicsand, RCSI Centre for Systems Medicine , Royal College of Surgeons in Ireland, Dublin 2, Ireland
- Centre for Systems Medicine, Royal College of Surgeons in Ireland, Dublin 2, Ireland
| | - Batuhan Kisakol
- Department of Physiology and Medical Physicsand, RCSI Centre for Systems Medicine , Royal College of Surgeons in Ireland, Dublin 2, Ireland
- Centre for Systems Medicine, Royal College of Surgeons in Ireland, Dublin 2, Ireland
| | - Andreas U Lindner
- Department of Physiology and Medical Physicsand, RCSI Centre for Systems Medicine , Royal College of Surgeons in Ireland, Dublin 2, Ireland
- Centre for Systems Medicine, Royal College of Surgeons in Ireland, Dublin 2, Ireland
| | - Ian S Reynolds
- Department of Colorectal Surgery, Beaumont Hospital, Dublin 9, Ireland
- Department of Physiology and Medical Physicsand, RCSI Centre for Systems Medicine , Royal College of Surgeons in Ireland, Dublin 2, Ireland
| | - Heiko Dussmann
- Department of Physiology and Medical Physicsand, RCSI Centre for Systems Medicine , Royal College of Surgeons in Ireland, Dublin 2, Ireland
- Centre for Systems Medicine, Royal College of Surgeons in Ireland, Dublin 2, Ireland
| | - Joanna Fay
- RCSI Biobank, Royal College of Surgeons in Ireland, Dublin, Ireland
| | - Tony O'Grady
- RCSI Biobank, Royal College of Surgeons in Ireland, Dublin, Ireland
| | - Daniel B Longley
- Centre for Cancer Research & Cell Biology, Queen's University Belfast, Belfast, Northern Ireland, UK
| | | | | | - Daniel J Slade
- Department of Biochemistry, Virginia Polytechnic Institute and State University, Blacksburg, VA, USA
| | - John P Burke
- Department of Colorectal Surgery, Beaumont Hospital, Dublin 9, Ireland
| | - Jochen H M Prehn
- Department of Physiology and Medical Physicsand, RCSI Centre for Systems Medicine , Royal College of Surgeons in Ireland, Dublin 2, Ireland.
- Centre for Systems Medicine, Royal College of Surgeons in Ireland, Dublin 2, Ireland.
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Wang Y, Gao P, Hao Z, Chen L, Li X, Jiao Y, Liu J, Li J, Zhang Y, Peng X, Ning B, Zhan X. The effect of neoadjuvant chemotherapy on the tumor immune microenvironment in gastrointestinal tumors. Front Oncol 2022; 12:1054598. [DOI: 10.3389/fonc.2022.1054598] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/27/2022] [Accepted: 10/21/2022] [Indexed: 11/11/2022] Open
Abstract
In recent years, numerous studies have demonstrated that the tumor immune microenvironment (TIME) is capable of regulating the growth of tumors, and tumor-infiltrating immune cells in the TIME can affect the prognosis and treatment responses of patients. Consequently, therapies targeting these immune cells have emerged as important antitumor treatments. As a crucial componet of the perioperative treatment of malignant tumors, neoadjuvant chemotherapy (NACT) can improve the surgical resection rate and prognosis of patients and is a suitable clinical model to evaluate the effect of chemotherapy on the TIME. To provide a rationale for developing valid combinational therapies, this review summarizes the impact of NACT on the TIME, the relationship between tumor-infiltrating immune cells and treatment responses of patients, and the prognostic value of these infiltrating immune cells.
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Hoeks C, Duran G, Hellings N, Broux B. When Helpers Go Above and Beyond: Development and Characterization of Cytotoxic CD4+ T Cells. Front Immunol 2022; 13:951900. [PMID: 35903098 PMCID: PMC9320319 DOI: 10.3389/fimmu.2022.951900] [Citation(s) in RCA: 19] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/24/2022] [Accepted: 06/21/2022] [Indexed: 11/26/2022] Open
Abstract
Once regarded as an experimental artefact, cytotoxic CD4+ T cells (CD4 CTL) are presently recognized as a biologically relevant T cell subset with important functions in anti-viral, anti-tumor, and autoimmune responses. Despite the potentially large impact on their micro-environment, the absolute cell counts of CD4 CTL within the peripheral circulation are relatively low. With the rise of single cell analysis techniques, detection of these cells is greatly facilitated. This led to a renewed appraisal of CD4 CTL and an increased insight into their heterogeneous nature and ontogeny. In this review, we summarize the developmental path from naïve CD4+ T cells to terminally differentiated CD4 CTL, and present markers that can be used to detect or isolate CD4 CTL and their precursors. Subsets of CD4 CTL and their divergent functionalities are discussed. Finally, the importance of local cues as triggers for CD4 CTL differentiation is debated, posing the question whether CD4 CTL develop in the periphery and migrate to site of inflammation when called for, or that circulating CD4 CTL reflect cells that returned to the circulation following differentiation at the local inflammatory site they previously migrated to. Even though much remains to be learned about this intriguing T cell subset, it is clear that CD4 CTL represent interesting therapeutic targets for several pathologies.
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Affiliation(s)
- Cindy Hoeks
- Neuro Immune Connections & Repair Lab, Department of Immunology and Infection, Biomedical Research Institute, Hasselt University, Hasselt, Belgium
- University MS Center (UMSC), Hasselt, Belgium
| | - Gayel Duran
- Neuro Immune Connections & Repair Lab, Department of Immunology and Infection, Biomedical Research Institute, Hasselt University, Hasselt, Belgium
- University MS Center (UMSC), Hasselt, Belgium
| | - Niels Hellings
- Neuro Immune Connections & Repair Lab, Department of Immunology and Infection, Biomedical Research Institute, Hasselt University, Hasselt, Belgium
- University MS Center (UMSC), Hasselt, Belgium
| | - Bieke Broux
- Neuro Immune Connections & Repair Lab, Department of Immunology and Infection, Biomedical Research Institute, Hasselt University, Hasselt, Belgium
- University MS Center (UMSC), Hasselt, Belgium
- *Correspondence: Bieke Broux,
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