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Cezar Aquino de Moraes F, Henrique Cavalcanti Orestes Cardoso J, Alves Kelly F, Kreuz M, Rodrigues Fernandes L, Cristina Figueroa Magalhães M, Mario Rodríguez Burbano R. HLA-I and breast cancer prognosis: A systematic review and meta-analysis. Hum Immunol 2024; 85:111148. [PMID: 39321712 DOI: 10.1016/j.humimm.2024.111148] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/18/2024] [Revised: 09/02/2024] [Accepted: 09/20/2024] [Indexed: 09/27/2024]
Abstract
BACKGROUND Breast cancer (BC) is a significant global health issue, accounting for 1 in 8 cancer diagnoses worldwide. HLA class I molecules are typically expressed on the cell surface, but cancer cells can develop mechanisms to evade recognition by CTLs, including the downregulation of HLA class I expression. In this context, we aimed to conduct a systematic review and meta-analysis to clarify the role of HLA class I expression in clinical outcomes for patients with BC. METHODS A comprehensive literature search was conducted across PubMed, Scopus, Web of Science, and the Cochrane databases. Effect sizes, along with I2 and Tau2 statistics, were used to assess heterogeneity through a DerSimonian and Laird random-effects model. Statistical analyses were performed using R statistical software, version 4.2.3. RESULTS Among the 8 included studies, most of the analyzed samples consisted of ductal carcinoma cases (1588, 86.39 %), from the luminal (A or B) intrinsic subtype (1865, 69.07 %), with no lymph node metastasis (2658, 57.24 %), no HER2 overexpression (2594, 67.46 %), negative Ki67 status (1721, 71.26 %), and positive hormone receptor status (4732, 64.05 %). The analysis revealed a significant reduction in disease-free survival (HR 0.57; 95 % CI 0.34 to 0.95; p = 0.034; I2 = 84 %) in the group with low HLA-I expression. However, no significant difference was found between the groups with high and low HLA-I expression regarding overall survival (HR 0.77; 95 % CI 0.28 to 2.14; p = 0.62; I2 = 86 %). CONCLUSIONS This systematic review and meta-analysis demonstrated that HLA class I expression is associated with a significant improvement in disease-free survival, though no significant effect on overall survival was observed.
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Affiliation(s)
| | | | | | - Michele Kreuz
- Lutheran University of Brazil, Canoas, RS, 92425-900, Brazil
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2
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Min W, Shi Z, Zhang J, Wan J, Wang C. Multimodal contrastive learning for spatial gene expression prediction using histology images. Brief Bioinform 2024; 25:bbae551. [PMID: 39471412 DOI: 10.1093/bib/bbae551] [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: 05/13/2024] [Revised: 09/23/2024] [Accepted: 10/14/2024] [Indexed: 11/01/2024] Open
Abstract
In recent years, the advent of spatial transcriptomics (ST) technology has unlocked unprecedented opportunities for delving into the complexities of gene expression patterns within intricate biological systems. Despite its transformative potential, the prohibitive cost of ST technology remains a significant barrier to its widespread adoption in large-scale studies. An alternative, more cost-effective strategy involves employing artificial intelligence to predict gene expression levels using readily accessible whole-slide images stained with Hematoxylin and Eosin (H&E). However, existing methods have yet to fully capitalize on multimodal information provided by H&E images and ST data with spatial location. In this paper, we propose mclSTExp, a multimodal contrastive learning with Transformer and Densenet-121 encoder for Spatial Transcriptomics Expression prediction. We conceptualize each spot as a "word", integrating its intrinsic features with spatial context through the self-attention mechanism of a Transformer encoder. This integration is further enriched by incorporating image features via contrastive learning, thereby enhancing the predictive capability of our model. We conducted an extensive evaluation of highly variable genes in two breast cancer datasets and a skin squamous cell carcinoma dataset, and the results demonstrate that mclSTExp exhibits superior performance in predicting spatial gene expression. Moreover, mclSTExp has shown promise in interpreting cancer-specific overexpressed genes, elucidating immune-related genes, and identifying specialized spatial domains annotated by pathologists. Our source code is available at https://github.com/shizhiceng/mclSTExp.
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Affiliation(s)
- Wenwen Min
- School of Information Science and Engineering, Yunnan University, East Outer Ring Road, Chenggong District, Kunming 650500, Yunnan, China
| | - Zhiceng Shi
- School of Information Science and Engineering, Yunnan University, East Outer Ring Road, Chenggong District, Kunming 650500, Yunnan, China
| | - Jun Zhang
- School of Information Science and Engineering, Yunnan University, East Outer Ring Road, Chenggong District, Kunming 650500, Yunnan, China
| | - Jun Wan
- School of Information and Engineering, Zhongnan University of Economics and Law, 182 South Lake Avenue, East Lake New Technology Development Zone, Wuhan 430073, Hubei, China
| | - Changmiao Wang
- Medical Big Data, Shenzhen Research Institute of Big Data, Longxiang Boulevard, Longgang District, Shenzhen 518172, Guangdong, China
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Moraru L, Mitranovici MI, Moraru R, Voidazan S, Munteanu M, Georgescu R, Costachescu D, Turdean SG. Combining Molecular and Traditional Prognostic Factors: A Holistic Approach to Breast Cancer Prognostication. Diagnostics (Basel) 2024; 14:1449. [PMID: 39001339 PMCID: PMC11241232 DOI: 10.3390/diagnostics14131449] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/21/2024] [Revised: 06/20/2024] [Accepted: 07/05/2024] [Indexed: 07/16/2024] Open
Abstract
Breast cancer is a heterogeneous disease with various morphologies and molecular features, and it is the second leading cause of cancer death in women in developed countries. According to the literature, we currently lack both prognostic biomarkers and therapeutic targets. The most important prognostic factors are disease stage and Nottingham grade. We conducted a retrospective analysis involving 273 patients with BC who underwent neoadjuvant therapy before proceeding to curative surgical treatment between 1 January 2014 and 31 December 2023. Pathological procedures were conducted at the Department of Pathology, Emergency County Hospital of Targu Mureș, Romania. A statistical analysis was performed. Regarding the relationship between Nottingham grade and Ki67, grade I was associated with a Ki67 of less than 14. The relationship between tumor grade and luminal was similar (p = 0.0001): Grade I was associated with luminal A. Regarding TNM stage, it was statistically significantly correlated with TILs (p = 0.01) and RCB (p = 0.0001). Stages III and IV were associated with a high RCB and poor prognosis. Regarding the prognostic value, Nottingham grade 3 and TNM stages III and IV were correlated with low overall survival and disease-free survival, with poor prognosis, and, among the molecular variables, RCB played the most important prognostic role.
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Affiliation(s)
- Liviu Moraru
- Department of Anatomy, "George Emil Palade" University of Medicine, Pharmacy, Sciences and Technology, 540142 Targu Mures, Romania
| | - Melinda Ildiko Mitranovici
- Department of Obstetrics and Gynecology, Emergency County Hospital Hunedoara, 14 Victoriei Street, 331057 Hunedoara, Romania
| | - Raluca Moraru
- Faculty of Medicine, "George Emil Palade" University of Medicine, Pharmacy, Sciences and Technology, 540142 Targu Mures, Romania
| | - Septimiu Voidazan
- Department of Epidemiology, "George Emil Palade" University of Medicine, Pharmacy, Sciences and Technology, 540142 Targu Mures, Romania
| | - Mihai Munteanu
- Faculty of Electrical Engineering, Technical University, George Baritiu Street, 400394 Cluj Napoca, Romania
| | - Rares Georgescu
- Department of Surgery, "George Emil Palade" University of Medicine, Pharmacy, Sciences and Technology, 540142 Targu Mures, Romania
| | - Dan Costachescu
- Department of Orthopedisc-Traumatology, Urology, Radiology and Medical Imaging, University of Medicine and Pharmacy Victor Babes, Square Eftimie Murgu, 300041 Timisoara, Romania
| | - Sabin Gligore Turdean
- Department of Pathology, County Clinical Hospital of Targu Mures, 540072 Targu Mures, Romania
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Gerashchenko T, Frolova A, Patysheva M, Fedorov A, Stakheyeva M, Denisov E, Cherdyntseva N. Breast Cancer Immune Landscape: Interplay Between Systemic and Local Immunity. Adv Biol (Weinh) 2024; 8:e2400140. [PMID: 38727796 DOI: 10.1002/adbi.202400140] [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: 03/12/2024] [Revised: 04/16/2024] [Indexed: 07/13/2024]
Abstract
Breast cancer (BC) is one of the most common malignancies in women worldwide. Numerous studies in immuno-oncology and successful trials of immunotherapy have demonstrated the causal role of the immune system in cancer pathogenesis. The interaction between the tumor and the immune system is known to have a dual nature. Despite cytotoxic lymphocyte activity against transformed cells, a tumor can escape immune surveillance and leverage chronic inflammation to maintain its own development. Research on antitumor immunity primarily focuses on the role of the tumor microenvironment, whereas the systemic immune response beyond the tumor site is described less thoroughly. Here, a comprehensive review of the formation of the immune profile in breast cancer patients is offered. The interplay between systemic and local immune reactions as self-sustaining mechanism of tumor progression is described and the functional activity of the main cell populations related to innate and adaptive immunity is discussed. Additionally, the interaction between different functional levels of the immune system and their contribution to the development of the pro- or anti-tumor immune response in BC is highlighted. The presented data can potentially inform the development of new immunotherapy strategies in the treatment of patients with BC.
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Affiliation(s)
- Tatiana Gerashchenko
- Laboratory of Cancer Progression Biology, Cancer Research Institute, Tomsk National Research Medical Center, Russian Academy of Sciences, Kooperativny Str. 5, Tomsk, 634009, Russia
| | - Anastasia Frolova
- Laboratory of Molecular Oncology and Immunology, Cancer Research Institute, Tomsk National Researc, Medical Center, Russian Academy of Sciences, Kooperativny Str. 5, Tomsk, 634009, Russia
- Tomsk State University, 36 Lenin Ave., Tomsk, 634050, Russia
| | - Marina Patysheva
- Laboratory of Cancer Progression Biology, Cancer Research Institute, Tomsk National Research Medical Center, Russian Academy of Sciences, Kooperativny Str. 5, Tomsk, 634009, Russia
| | - Anton Fedorov
- Laboratory of Cancer Progression Biology, Cancer Research Institute, Tomsk National Research Medical Center, Russian Academy of Sciences, Kooperativny Str. 5, Tomsk, 634009, Russia
| | - Marina Stakheyeva
- Laboratory of Molecular Oncology and Immunology, Cancer Research Institute, Tomsk National Researc, Medical Center, Russian Academy of Sciences, Kooperativny Str. 5, Tomsk, 634009, Russia
| | - Evgeny Denisov
- Laboratory of Cancer Progression Biology, Cancer Research Institute, Tomsk National Research Medical Center, Russian Academy of Sciences, Kooperativny Str. 5, Tomsk, 634009, Russia
| | - Nadezda Cherdyntseva
- Laboratory of Molecular Oncology and Immunology, Cancer Research Institute, Tomsk National Researc, Medical Center, Russian Academy of Sciences, Kooperativny Str. 5, Tomsk, 634009, Russia
- Tomsk State University, 36 Lenin Ave., Tomsk, 634050, Russia
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5
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Yado S, Dassa B, Zoabi R, Reich-Zeliger S, Friedman N, Geiger B. Molecular mechanisms underlying the modulation of T-cell proliferation and cytotoxicity by immobilized CCL21 and ICAM1. J Immunother Cancer 2024; 12:e009011. [PMID: 38866588 PMCID: PMC11177851 DOI: 10.1136/jitc-2024-009011] [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] [Accepted: 05/14/2024] [Indexed: 06/14/2024] Open
Abstract
BACKGROUND Adoptive cancer immunotherapy, using engineered T-cells, expressing chimeric antigen receptor or autologous tumor infiltrating lymphocytes became, in recent years, a major therapeutic approach for diverse types of cancer. However, despite the transformative potential of adoptive cancer immunotherapy, this field still faces major challenges, manifested by the apparent decline of the cytotoxic capacity of effector CD8+ T cells upon their expansion. To address these challenges, we have developed an ex vivo "synthetic immune niche" (SIN), composed of immobilized CCL21 and ICAM1, which synergistically induce an efficient expansion of antigen-specific CD8+ T cells while retaining, and even enhancing their cytotoxic potency. METHODS To explore the molecular mechanisms through which a CCL21+ICAM1-based SIN modulates the interplay between the proliferation and cytotoxic potency of antigen-activated and CD3/CD28-activated effector CD8+ T cells, we performed integrated analysis of specific differentiation markers via flow cytometry, together with gene expression profiling. RESULTS On day 3, the transcriptomic effect induced by the SIN was largely similar for both dendritic cell (DC)/ovalbumin (OVA)-activated and anti-CD3/CD28-activated cells. Cell proliferation increased and the cells exhibited high killing capacity. On day 4 and on, the proliferation/cytotoxicity phenotypes became radically "activation-specific"; The DC/OVA-activated cells lost their cytotoxic activity, which, in turn, was rescued by the SIN treatment. On longer incubation, the cytotoxic activity further declined, and on day7, could not be rescued by the SIN. SIN stimulation following activation with anti-CD3/CD28 beads induced a major increase in the proliferative phenotype while transiently suppressing their cytotoxicity for 2-3 days and fully regaining their killing activity on day 7. Potential molecular regulatory pathways of the SIN effects were identified, based on transcriptomic and multispectral imaging profiling. CONCLUSIONS These data indicate that cell proliferation and cytotoxicity are negatively correlated, and the interplay between them is differentially regulated by the mode of initial activation. The SIN stimulation greatly enhances the cell expansion, following both activation modes, while displaying high survival and cytotoxic potency at specific time points following stimulation, suggesting that it could effectively reinforce adoptive cancer immunotherapy.
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Affiliation(s)
- Sofi Yado
- Department of Immunology and Regenerative Biology, Weizmann Institute of Science, Rehovot, Israel
| | - Bareket Dassa
- Bioinformatics Unit, Department of Life Sciences Core Facilities, Weizmann Institute of Science, Rehovot, Israel
| | - Rawan Zoabi
- Department of Immunology and Regenerative Biology, Weizmann Institute of Science, Rehovot, Israel
| | | | - Nir Friedman
- Department of Immunology, Weizmann Institute of Science, Rehovot, Israel
| | - Benjamin Geiger
- Department of Immunology and Regenerative Biology, Weizmann Institute of Science, Rehovot, Israel
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6
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Rachayon M, Jirakran K, Sodsai P, Sughondhabirom A, Maes M. T cell activation and deficits in T regulatory cells are associated with major depressive disorder and severity of depression. Sci Rep 2024; 14:11177. [PMID: 38750122 PMCID: PMC11096341 DOI: 10.1038/s41598-024-61865-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: 11/26/2023] [Accepted: 05/10/2024] [Indexed: 05/18/2024] Open
Abstract
Major depressive disorder (MDD) is associated with T cell activation, but no studies have examined the combined effects of T cell activation and deficits in T regulatory (Treg) cells on the severity of acute phase MDD. Using flow cytometry, we determined the percentage and median fluorescence intensity of CD69, CD71, CD40L, and HLADR-bearing CD3+, CD4+, and CD8+ cells, and cannabinoid type 1 receptor (CB1), CD152 and GARP (glycoprotein A repetitions predominant)-bearing CD25+ FoxP3 T regulatory (Treg) cells in 30 MDD patients and 20 healthy controls in unstimulated and stimulated (anti-CD3/CD28) conditions. Based on cytokine levels, we assessed M1 macrophage, T helper (Th)-1 cell, immune-inflammatory response system (IRS), T cell growth, and neurotoxicity immune profiles. We found that the immune profiles (including IRS and neurotoxicity) were significantly predicted by decreased numbers of CD152 or GARP-bearing CD25+ FoxP3 cells or CD152 and GARP expression in combination with increases in activated T cells (especially CD8+ CD40L+ percentage and expression). MDD patients showed significantly increased numbers of CD3+ CD71+, CD3+ CD40L+, CD4+ CD71+, CD4+ CD40L+, CD4+ HLADR+, and CD8+ HLADR+ T cells, increased CD3+ CD71+, CD4+ CD71+ and CD4+ HLADR+ expression, and lowered CD25+ FoxP3 expression and CD25+ FoxP+ CB1+ numbers as compared with controls. The Hamilton Depression Rating Scale score was strongly predicted (between 30 and 40% of its variance) by a lower number of CB1 or GARP-bearing Treg cells and one or more activated T cell subtypes (especially CD8+ CD40L+). In conclusion, increased T helper and cytotoxic cell activation along with decreased Treg homeostatic defenses are important parts of MDD that lead to enhanced immune responses and, as a result, neuroimmunotoxicity.
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Affiliation(s)
- Muanpetch Rachayon
- Department of Psychiatry, Faculty of Medicine, King Chulalongkorn Memorial Hospital, The Thai Red Cross Society, Chulalongkorn University, Bangkok, 10330, Thailand
| | - Ketsupar Jirakran
- Department of Psychiatry, Faculty of Medicine, King Chulalongkorn Memorial Hospital, The Thai Red Cross Society, Chulalongkorn University, Bangkok, 10330, Thailand
- Department of Pediatrics, Faculty of Medicine, Center of Excellence for Maximizing Children's Developmental Potential, Chulalongkorn University, Bangkok, Thailand
| | - Pimpayao Sodsai
- Department of Microbiology, Faculty of Medicine, Center of Excellence in Immunology and Immune-Mediated Diseases, King Chulalongkorn Memorial Hospital, Chulalongkorn University, Bangkok, Thailand
| | - Atapol Sughondhabirom
- Department of Psychiatry, Faculty of Medicine, King Chulalongkorn Memorial Hospital, The Thai Red Cross Society, Chulalongkorn University, Bangkok, 10330, Thailand
| | - Michael Maes
- Department of Psychiatry, Faculty of Medicine, King Chulalongkorn Memorial Hospital, The Thai Red Cross Society, Chulalongkorn University, Bangkok, 10330, Thailand.
- Sichuan Provincial Center for Mental Health, Sichuan Provincial People's Hospital, School of Medicine, University of Electronic Science and Technology of China, Chengdu, 610072, China.
- Key Laboratory of Psychosomatic Medicine, Chinese Academy of Medical Sciences, Chengdu, 610072, China.
- Kyung Hee University, 26 Kyungheedae-ro, Dongdaemun-gu, Seoul, 02447, Korea.
- Department of Psychiatry, Medical University of Plovdiv, Plovdiv, Bulgaria.
- Research Institute, Medical University Plovdiv, Plovdiv, Bulgaria.
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7
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Witt M, Oliveira-Ferrer L, Koch-Nolte F, Menzel S, Hell L, Sturmheit T, Seubert E, Weimer P, Ding Y, Qi M, Schmalfeldt B, Bokemeyer C, Fiedler W, Wellbrock J, Brauneck F. Expression of CD39 is associated with T cell exhaustion in ovarian cancer and its blockade reverts T cell dysfunction. Oncoimmunology 2024; 13:2346359. [PMID: 38737794 PMCID: PMC11087076 DOI: 10.1080/2162402x.2024.2346359] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/15/2024] [Revised: 03/12/2024] [Accepted: 04/18/2024] [Indexed: 05/14/2024] Open
Abstract
Immune exhaustion is a hallmark of ovarian cancer. Using multiparametric flow cytometry, the study aimed to analyze protein expression of novel immunological targets on CD3+ T cells isolated from the peripheral blood (n = 20), malignant ascites (n = 16), and tumor tissue (n = 6) of patients with ovarian cancer (OVCA). The study revealed an increased proportion of effector memory CD8+ T cells in OVCA tissue and malignant ascites. An OVCA-characteristic PD-1high CD8+ T cell population was detected, which differed from PD-1lowCD8+ T cells by increased co-expression of TIGIT, CD39, and HLA-DR. In addition, these OVCA-characteristic CD8+ T cells showed reduced expression of the transcription factor TCF-1, which may also indicate reduced effector function and memory formation. On the contrary, the transcription factor TOX, which significantly regulates terminal T cell-exhaustion, was found more frequently in these cells. Further protein and gene analysis showed that CD39 and CD73 were also expressed on OVCA tumor cells isolated from solid tumors (n = 14) and malignant ascites (n = 9). In the latter compartment, CD39 and CD73 were also associated with the expression of the "don't eat me" molecule CD24 on tumor cells. Additionally, ascites-derived CD24+EpCAM+ tumor cells showed a higher frequency of CD39+ or CD73+ cells. Furthermore, CD39 expression was associated with unfavorable clinical parameters. Expression of CD39 on T cells was upregulated through CD3/CD28 stimulation and its blockade by a newly developed nanobody construct resulted in increased proliferation (eFluor), activation (CD25 and CD134), and production of cytotoxic cytokines (IFN-γ, TNF-α, and granzyme-B) of CD8+ T cells.
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Affiliation(s)
- Marius Witt
- Department of Oncology, Hematology and Bone Marrow Transplantation with Section Pneumology, Hubertus Wald University Cancer Center, Hamburg, Germany
| | | | - Friedrich Koch-Nolte
- Institute of Immunology, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Stephan Menzel
- Institute of Immunology, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
- Mildred Scheel Cancer Career Center HaTriCS4, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
- Core Facility Nanobodies, University of Bonn, Bonn, Germany
| | | | | | - Elisa Seubert
- Department of Oncology, Hematology and Bone Marrow Transplantation with Section Pneumology, Hubertus Wald University Cancer Center, Hamburg, Germany
| | - Pauline Weimer
- Department of Oncology, Hematology and Bone Marrow Transplantation with Section Pneumology, Hubertus Wald University Cancer Center, Hamburg, Germany
| | - Yi Ding
- Department of Gynecology, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Minyue Qi
- Department of Gynecology, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
- Bioinformatics Core, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Barbara Schmalfeldt
- Department of Gynecology, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Carsten Bokemeyer
- Department of Oncology, Hematology and Bone Marrow Transplantation with Section Pneumology, Hubertus Wald University Cancer Center, Hamburg, Germany
| | - Walter Fiedler
- Department of Oncology, Hematology and Bone Marrow Transplantation with Section Pneumology, Hubertus Wald University Cancer Center, Hamburg, Germany
| | - Jasmin Wellbrock
- Department of Oncology, Hematology and Bone Marrow Transplantation with Section Pneumology, Hubertus Wald University Cancer Center, Hamburg, Germany
| | - Franziska Brauneck
- Department of Oncology, Hematology and Bone Marrow Transplantation with Section Pneumology, Hubertus Wald University Cancer Center, Hamburg, Germany
- Mildred Scheel Cancer Career Center HaTriCS4, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
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8
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Santos DL, São Marcos BDF, de Sousa GF, Cruz LCDO, Barros BRDS, Nogueira MCDBL, Oliveira THDA, Silva AJD, Santos VEP, de Melo CML, de Freitas AC. Immunological Response against Breast Lineage Cells Transfected with Human Papillomavirus (HPV). Viruses 2024; 16:717. [PMID: 38793599 PMCID: PMC11125976 DOI: 10.3390/v16050717] [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: 03/18/2024] [Revised: 04/15/2024] [Accepted: 04/29/2024] [Indexed: 05/26/2024] Open
Abstract
Breast cancer is the most common neoplasm worldwide. Viral infections are involved with carcinogenesis, especially those caused by oncogenic Human Papillomavirus (HPV) genotypes. Despite the detection of HPV in breast carcinomas, the virus's activity against this type of cancer remains controversial. HPV infection promotes remodeling of the host's immune response, resulting in an immunosuppressive profile. This study assessed the individual role of HPV oncogenes in the cell line MDA-MB-231 transfected with the E5, E6, and E7 oncogenes and co-cultured with peripheral blood mononuclear cells. Immunophenotyping was conducted to evaluate immune system modulation. There was an increase in CD4+ T cell numbers when compared with non-transfected and transfected MDA-MB-231, especially in the Treg profile. Pro-inflammatory intracellular cytokines, such as IFN-γ, TNF-α, and IL-17, were impaired by transfected cells, and a decrease in the cytolytic activity of the CD8+ and CD56+ lymphocytes was observed in the presence of HPV oncogenes, mainly with E6 and E7. The E6 and E7 oncogenes decrease monocyte expression, activating the expected M1 profile. In the monocytes found, a pro-inflammatory role was observed according to the cytokines released in the supernatant. In conclusion, the MDA-MB-231 cell lineage transfected with HPV oncogenes can downregulate the number and function of lymphocytes and monocytes.
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Affiliation(s)
- Daffany Luana Santos
- Laboratory of Molecular Studies and Experimental Therapy, Department of Genetics, Federal University of Pernambuco, Av. Prof. Moraes Rego, 1235. Cidade Universitária, Recife 50670-901, Pernambuco, Brazil; (D.L.S.); (B.d.F.S.M.); (A.J.D.S.); (V.E.P.S.)
| | - Bianca de França São Marcos
- Laboratory of Molecular Studies and Experimental Therapy, Department of Genetics, Federal University of Pernambuco, Av. Prof. Moraes Rego, 1235. Cidade Universitária, Recife 50670-901, Pernambuco, Brazil; (D.L.S.); (B.d.F.S.M.); (A.J.D.S.); (V.E.P.S.)
| | - Georon Ferreira de Sousa
- Keizo Asami Immunopathology Laboratory, Federal University of Pernambuco, Av. Prof. Moraes Rego, 1235. Cidade Universitária, Recife 50670-901, Pernambuco, Brazil; (G.F.d.S.); (L.C.d.O.C.); (B.R.d.S.B.); (M.C.d.B.L.N.); (C.M.L.d.M.)
- Department of Antibiotics, Federal University of Pernambuco, Recife 50670-901, Pernambuco, Brazil
| | - Leonardo Carvalho de Oliveira Cruz
- Keizo Asami Immunopathology Laboratory, Federal University of Pernambuco, Av. Prof. Moraes Rego, 1235. Cidade Universitária, Recife 50670-901, Pernambuco, Brazil; (G.F.d.S.); (L.C.d.O.C.); (B.R.d.S.B.); (M.C.d.B.L.N.); (C.M.L.d.M.)
- Department of Antibiotics, Federal University of Pernambuco, Recife 50670-901, Pernambuco, Brazil
| | - Bárbara Rafaela da Silva Barros
- Keizo Asami Immunopathology Laboratory, Federal University of Pernambuco, Av. Prof. Moraes Rego, 1235. Cidade Universitária, Recife 50670-901, Pernambuco, Brazil; (G.F.d.S.); (L.C.d.O.C.); (B.R.d.S.B.); (M.C.d.B.L.N.); (C.M.L.d.M.)
- Department of Antibiotics, Federal University of Pernambuco, Recife 50670-901, Pernambuco, Brazil
| | - Mariane Cajuba de Britto Lira Nogueira
- Keizo Asami Immunopathology Laboratory, Federal University of Pernambuco, Av. Prof. Moraes Rego, 1235. Cidade Universitária, Recife 50670-901, Pernambuco, Brazil; (G.F.d.S.); (L.C.d.O.C.); (B.R.d.S.B.); (M.C.d.B.L.N.); (C.M.L.d.M.)
- Vitória Academic Center, Federal University of Pernambuco, Rua do Alto do Reservatório s/n, Bela Vista, Vitória de Santo Antão 55608-680, Pernambuco, Brazil
| | | | - Anna Jessica Duarte Silva
- Laboratory of Molecular Studies and Experimental Therapy, Department of Genetics, Federal University of Pernambuco, Av. Prof. Moraes Rego, 1235. Cidade Universitária, Recife 50670-901, Pernambuco, Brazil; (D.L.S.); (B.d.F.S.M.); (A.J.D.S.); (V.E.P.S.)
| | - Vanessa Emanuelle Pereira Santos
- Laboratory of Molecular Studies and Experimental Therapy, Department of Genetics, Federal University of Pernambuco, Av. Prof. Moraes Rego, 1235. Cidade Universitária, Recife 50670-901, Pernambuco, Brazil; (D.L.S.); (B.d.F.S.M.); (A.J.D.S.); (V.E.P.S.)
| | - Cristiane Moutinho Lagos de Melo
- Keizo Asami Immunopathology Laboratory, Federal University of Pernambuco, Av. Prof. Moraes Rego, 1235. Cidade Universitária, Recife 50670-901, Pernambuco, Brazil; (G.F.d.S.); (L.C.d.O.C.); (B.R.d.S.B.); (M.C.d.B.L.N.); (C.M.L.d.M.)
- Department of Antibiotics, Federal University of Pernambuco, Recife 50670-901, Pernambuco, Brazil
| | - Antonio Carlos de Freitas
- Laboratory of Molecular Studies and Experimental Therapy, Department of Genetics, Federal University of Pernambuco, Av. Prof. Moraes Rego, 1235. Cidade Universitária, Recife 50670-901, Pernambuco, Brazil; (D.L.S.); (B.d.F.S.M.); (A.J.D.S.); (V.E.P.S.)
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9
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Favaloro J, Bryant CE, Abadir E, Gardiner S, Yang S, King T, Nassif N, Sedger LM, Boyle R, Joshua DE, Ho PJ. Single-cell analysis of the CD8 + T-cell compartment in multiple myeloma reveals disease specific changes are chiefly restricted to a CD69 - subset suggesting potent cytotoxic effectors exist within the tumor bed. Haematologica 2024; 109:1220-1232. [PMID: 37794800 PMCID: PMC10985429 DOI: 10.3324/haematol.2023.283062] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/14/2023] [Accepted: 09/28/2023] [Indexed: 10/06/2023] Open
Abstract
Multiple myeloma (MM) is an incurable disease of the bone marrow (BM) characterized by the uncontrolled proliferation of neoplastic plasma cells. While CD8+ T cells have an established role in disease control, few studies have focused on these cells within the MM tumor microenvironment (TME). We analyzed CD8+ T cells in the BM and peripheral blood (PB) of untreated patients with MM and non-myeloma controls using flow cytometry, mass cytometry and single-cell RNA sequencing, using several novel bioinformatics workflows. Inter-tissue differences were most evident in the differential expression of Granzymes B and K, which were strongly associated with two distinct subsets of CD8+ T cells delineated by the expression of CD69, accounting for roughly 50% of BM-CD8+ T cells of all assessed cohorts. While few differences were observable between health and disease in the BM-restricted CD8CD69+ T-cell subset, the CD8+CD69- T-cell subset in the BM of untreated MM patients demonstrated increased representation of highly differentiated effector cells and evident compositional parallels between the PB, absent in age-matched controls, where a marked reduction of effector cells was observed. We demonstrate the transcriptional signature of BM-CD8+ T cells from patients with MM more closely resembles TCR-activated CD8+ T cells from age-matched controls than their resting counterparts.
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Affiliation(s)
- James Favaloro
- Institute of Haematology, Multiple Myeloma Research Laboratory, NSW Health Pathology, Royal Prince Alfred Hospital, Camperdown, NSW, Australia; School of Life Sciences, University of Technology Sydney, Ultimo, NSW.
| | - Christian E Bryant
- Institute of Haematology, Multiple Myeloma Research Laboratory, NSW Health Pathology, Royal Prince Alfred Hospital, Camperdown, NSW, Australia; Sydney Medical School, The University of Sydney, Sydney, NSW.
| | - Edward Abadir
- Institute of Haematology, Multiple Myeloma Research Laboratory, NSW Health Pathology, Royal Prince Alfred Hospital, Camperdown, NSW, Australia; Sydney Medical School, The University of Sydney, Sydney, NSW
| | - Samuel Gardiner
- Sydney Local Health District Clinical Research Institute, Royal Prince Alfred Hospital, Camperdown, NSW
| | - Shihong Yang
- Institute of Haematology, Multiple Myeloma Research Laboratory, NSW Health Pathology, Royal Prince Alfred Hospital, Camperdown, NSW
| | - Tracy King
- Institute of Haematology, Multiple Myeloma Research Laboratory, NSW Health Pathology, Royal Prince Alfred Hospital, Camperdown, NSW, Australia; Sydney Medical School, The University of Sydney, Sydney, NSW
| | - Najah Nassif
- School of Life Sciences, University of Technology Sydney, Ultimo, NSW
| | - Lisa M Sedger
- Institute for Clinical Pathology and Medical Research (ICPMR), NSW Health Pathology, Westmead Hospital. Westmead NSW, Sydney, Australia; Centre for Virus research, Westmead Institute for Medical research. Westmead NSW, Sydney
| | - Richard Boyle
- Orthopaedics Department, Sydney Local Health District, Royal Prince Alfred Hospital, Camperdown, NSW
| | - Douglas E Joshua
- Institute of Haematology, Multiple Myeloma Research Laboratory, NSW Health Pathology, Royal Prince Alfred Hospital, Camperdown, NSW, Australia; Sydney Medical School, The University of Sydney, Sydney, NSW
| | - P Joy Ho
- Institute of Haematology, Multiple Myeloma Research Laboratory, NSW Health Pathology, Royal Prince Alfred Hospital, Camperdown, NSW, Australia; School of Life Sciences, University of Technology Sydney, Ultimo, NSW, Australia; Sydney Medical School, The University of Sydney, Sydney, NSW
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10
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Kovacsovics-Bankowski M, Sweere JM, Healy CP, Sigal N, Cheng LC, Chronister WD, Evans SA, Marsiglio J, Gibson B, Swami U, Erickson-Wayman A, McPherson JP, Derose YS, Eliason AL, Medina CO, Srinivasan R, Spitzer MH, Nguyen N, Hyngstrom J, Hu-Lieskovan S. Lower frequencies of circulating suppressive regulatory T cells and higher frequencies of CD4 + naïve T cells at baseline are associated with severe immune-related adverse events in immune checkpoint inhibitor-treated melanoma. J Immunother Cancer 2024; 12:e008056. [PMID: 38233101 PMCID: PMC10806651 DOI: 10.1136/jitc-2023-008056] [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] [Accepted: 12/18/2023] [Indexed: 01/19/2024] Open
Abstract
BACKGROUND Immune-related adverse events (irAEs) are major barriers of clinical management and further development of immune checkpoint inhibitors (ICIs) for cancer therapy. Therefore, biomarkers associated with the onset of severe irAEs are needed. In this study, we aimed to identify immune features detectable in peripheral blood and associated with the development of severe irAEs that required clinical intervention. METHODS We used a 43-marker mass cytometry panel to characterize peripheral blood mononuclear cells from 28 unique patients with melanoma across 29 lines of ICI therapy before treatment (baseline), before the onset of irAEs (pre-irAE) and at the peak of irAEs (irAE-max). In the 29 lines of ICI therapy, 18 resulted in severe irAEs and 11 did not. RESULTS Unsupervised and gated population analysis showed that patients with severe irAEs had a higher frequency of CD4+ naïve T cells and lower frequency of CD16+ natural killer (NK) cells at all time points. Gated population analysis additionally showed that patients with severe irAEs had fewer T cell immunoreceptor with Ig and ITIM domain (TIGIT+) regulatory T cells at baseline and more activated CD38+ CD4+ central memory T cells (TCM) and CD39+ and Human Leukocyte Antigen-DR Isotype (HLA-DR)+ CD8+ TCM at peak of irAEs. The differentiating immune features at baseline were predominantly seen in patients with gastrointestinal and cutaneous irAEs and type 1 diabetes. Higher frequencies of CD4+ naïve T cells and lower frequencies of CD16+ NK cells were also associated with clinical benefit to ICI therapy. CONCLUSIONS This study demonstrates that high-dimensional immune profiling can reveal novel blood-based immune signatures associated with risk and mechanism of severe irAEs. Development of severe irAEs in melanoma could be the result of reduced immune inhibitory capacity pre-ICI treatment, resulting in more activated TCM cells after treatment.
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Affiliation(s)
| | | | | | | | | | | | | | - John Marsiglio
- The University of Utah School of Medicine, Salt Lake City, Utah, USA
| | - Berit Gibson
- Huntsman Cancer Institute, University of Utah School of Medicine, Salt Lake City, Utah, USA
| | - Umang Swami
- Huntsman Cancer Institute, University of Utah School of Medicine, Salt Lake City, Utah, USA
| | - Alyssa Erickson-Wayman
- Huntsman Cancer Institute, University of Utah School of Medicine, Salt Lake City, Utah, USA
| | - Jordan P McPherson
- Department of Pharmacy, Huntsman Cancer Institute Cancer Hospital, Salt Lake City, Utah, USA
| | - Yoko S Derose
- Huntsman Cancer Institute, University of Utah School of Medicine, Salt Lake City, Utah, USA
| | | | | | | | - Matthew H Spitzer
- Teiko.bio Inc, Salt Lake City, Utah, USA
- Department of Otolaryngology-Head and Neck Cancer, University of California San Francisco, San Francisco, California, USA
| | | | - John Hyngstrom
- Huntsman Cancer Institute, University of Utah School of Medicine, Salt Lake City, Utah, USA
| | - Siwen Hu-Lieskovan
- Huntsman Cancer Institute, University of Utah School of Medicine, Salt Lake City, Utah, USA
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11
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Chatterjee K, Mal S, Ghosh M, Chattopadhyay NR, Roy SD, Chakraborty K, Mukherjee S, Aier M, Choudhuri T. Blood-based DNA methylation in advanced Nasopharyngeal Carcinoma exhibited distinct CpG methylation signature. Sci Rep 2023; 13:22086. [PMID: 38086861 PMCID: PMC10716134 DOI: 10.1038/s41598-023-45001-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/09/2022] [Accepted: 10/14/2023] [Indexed: 12/18/2023] Open
Abstract
The TNM staging system is currently used to detect cancer stages. Regardless, a small proportion of cancer patients recur even after therapy, suggesting more specific molecular tools are required to justify the stage-specific detection and prompt cancer diagnosis. Thus, we aimed to explore the blood-based DNA methylation signature of metastatic nasopharyngeal carcinoma (NPC) to establish a holistic methylation biomarker panel. For the identification of methylation signature, the EPIC BeadChip-based array was performed. Comparative analysis for identifying unique probes, validation, and functional studies was investigated by analyzing GEO and TCGA datasets. We observed 4093 differentially methylated probes (DMPs), 1232 hydroxymethylated probes, and 25 CpG islands. Gene expression study revealed both upregulated and downregulated genes. Correlation analysis suggested a positive (with a positive r, p ≤ 0.05) and negative (with a negative r, p ≤ 0.05) association with different cancers. TFBS analysis exhibited the binding site for many TFs. Furthermore, gene enrichment analysis indicated the involvement of those identified genes in biological pathways. However, blood-based DNA methylation data uncovered a distinct DNA methylation pattern, which might have an additive role in NPC progression by altering the TFs binding. Moreover, based on tissue-specificity, a variation of correlation between methylation and gene expression was noted in different cancers.
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Affiliation(s)
- Koustav Chatterjee
- Department of Biotechnology, Visva-Bharati, Santiniketan, Birbhum, West Bengal, India, 731235
| | - Sudipa Mal
- Department of Biotechnology, Visva-Bharati, Santiniketan, Birbhum, West Bengal, India, 731235
| | - Monalisha Ghosh
- Department of Biotechnology, Visva-Bharati, Santiniketan, Birbhum, West Bengal, India, 731235
| | | | - Sankar Deb Roy
- Department of Radiation Oncology, Eden Medical Center, Dimapur, Nagaland, India
| | - Koushik Chakraborty
- Department of Biotechnology, Visva-Bharati, Santiniketan, Birbhum, West Bengal, India, 731235
| | - Syamantak Mukherjee
- Department of Biotechnology, Visva-Bharati, Santiniketan, Birbhum, West Bengal, India, 731235
| | - Moatoshi Aier
- Department of Pathology, Eden Medical Center, Dimapur, Nagaland, India
| | - Tathagata Choudhuri
- Department of Biotechnology, Visva-Bharati, Santiniketan, Birbhum, West Bengal, India, 731235.
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12
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Sudoma I, Goncharova Y, Dons'koy B, Mykytenko D. Immune phenotype of the endometrium in patients with recurrent implantation failures after the transfer of genetically tested embryos in assisted reproductive technology programs. J Reprod Immunol 2023; 157:103943. [PMID: 36966647 DOI: 10.1016/j.jri.2023.103943] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/17/2022] [Revised: 03/08/2023] [Accepted: 03/20/2023] [Indexed: 05/25/2023]
Abstract
Recurrent implantation failures (RIF) in assisted reproduction programs are one of the most challenging problems. Among the factors that can adversely affect implantation, endometrial immune structural disorders may be one of the leading causes. The aim of our work was to study the immune features of the endometrium in women with RIF after genetically tested embryo transfer in comparison with fertile gestational carriers. Immune cells in endometrial samples were studied by flow cytometry and RNA expression of IL (interleukin)15, IL18, fibroblast growth factor-inducible 14 receptor (Fn14), and tumor necrosis factor-like weak inducer of apoptosis (TWEAK) by reverse polymerase chain reaction. In one-third of the cases, a unique immune profile of the endometrium, which we called the not transformed endometrial immune phenotype, was found. It is characterized by a combination of features, such as high expression of HLA-DR on natural killers (NK), increased fraction of CD16 + , and a decreased fraction of CD56bright endometrial NK. In addition, when compared to gestational carriers, patients with RIF had a greater discrepancy between IL18 mRNA expression data, reduced mean TWEAK and Fn14 levels, and increased IL18/TWEAK and IL15/Fn14 ratios. Immune abnormalities that were found in more than half of the patients (66.7 %) may be the cause of implantation failures in genetically tested embryo transfer programs.
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Affiliation(s)
- Iryna Sudoma
- Shupyk National Healthcare University of Ukraine, Ukraine; Clinic of Reproductive Medicine NADIYA, Ukraine
| | | | - Borys Dons'koy
- State Institution "Institute of Pediatrics, Obstetrics and Gynecology of NAMS of Ukraine", Ukraine
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13
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Kreidieh FY, Tawbi HA, Alexaki A, Borghaei H, Kandalaft LE. Novel Immunotherapeutics: Perspectives on Checkpoints, Bispecifics, and Vaccines in Development. Am Soc Clin Oncol Educ Book 2023; 43:e391278. [PMID: 37364224 DOI: 10.1200/edbk_391278] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/28/2023]
Abstract
Over the past decade, the advent of molecular techniques and deeper understanding of the tumor microenvironment (TME) have enabled the development of a multitude of immunotherapy targets and approaches. Despite the revolutionary advancement in immunotherapy, treatment resistance remains a challenge leading to decreased response rate in a significant proportion of patients. As such, there has recently been an evolving focus to enhance efficacy, durability, and toxicity profiles of immunotherapy. Although immune checkpoint inhibitors have revolutionized cancer treatment with many already-approved antibodies and several others in the pipeline, bispecific antibodies build on their success in an attempt to deliver an even more potent immune response against tumor cells. On the other hand, vaccines comprise the oldest and most versatile form of immunotherapy. Peptide and nucleic acid vaccines are relatively simple to manufacture compared with oncolytic virus-based vaccines, whereas the dendritic cell vaccines are the most complex, requiring autologous cell culture. Nevertheless, a crucial question in the development of cancer vaccines is the choice of antigen whereby shared and patient-private antigen approaches are currently being pursued. There is hope that cancer vaccines will join the repertoire of successful novel immunotherapeutics in the market. Better insights into the impact of immunotherapy on effector T cells and other immune cell populations in the TME shall be a major priority across the immune-oncology discipline and can help identify predictive biomarkers to evaluate response to treatment and identify patients who would most likely benefit from immunotherapy.
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Affiliation(s)
- Firas Y Kreidieh
- Department of Melanoma Medical Oncology, Division of Cancer Medicine, University of Texas M.D. Anderson Cancer Center, Houston, TX
| | - Hussein A Tawbi
- Department of Melanoma Medical Oncology, Division of Cancer Medicine, University of Texas M.D. Anderson Cancer Center, Houston, TX
| | - Aikaterini Alexaki
- Center of Experimental Therapeutics, Department of Oncology, Lausanne University Hospital (CHUV), Lausanne, Switzerland
| | | | - Lana E Kandalaft
- Center of Experimental Therapeutics, Department of Oncology, Lausanne University Hospital (CHUV), Lausanne, Switzerland
- Ludwig Institute for Cancer Research, Lausanne Branch, and Department of Oncology, University Hospital of Lausanne (CHUV) and University of Lausanne (UNIL), Lausanne, Switzerland
- Agora Cancer Research Center, Lausanne, Switzerland
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14
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Yao L, Jia G, Lu L, Ma W. Breast Cancer Patients: Who Would Benefit from Neoadjuvant Chemotherapies? Curr Oncol 2022; 29:4902-4913. [PMID: 35877249 PMCID: PMC9320700 DOI: 10.3390/curroncol29070389] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/27/2022] [Revised: 07/05/2022] [Accepted: 07/09/2022] [Indexed: 11/17/2022] Open
Abstract
Neoadjuvant chemotherapy (NACT) was developed with the aims of shrinking tumors or stopping cancer cells from spreading before surgery. Unfortunately, not all breast cancer patients will benefit from NACT, and thus, patients must weigh the risks and benefits of treatment prior to the initiation of therapy. Currently, the data for predicting the efficacy of NACT is limited. Molecular testing, such as Oncotype DX, MammaPrint, and Curebest 95GC, have been developed to assist which breast cancer patients will benefit from the treatment. Patients with an increased level of Human Leukocyte Antigen-DR isotype, tumor-infiltrating lymphocytes, Fizzy-related protein homolog, and a decreased level of tumor-associated macrophages appear to benefit most from NACT.
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Affiliation(s)
- Liqin Yao
- Department of Breast and Thyroid Surgery, The First Affiliated Hospital, School of Medicine, Huzhou University, Huzhou 313000, China;
| | - Gang Jia
- Department of Medical Oncology, Henan Provincial People’s Hospital, People’s Hospital of Zhengzhou University, Zhengzhou 450003, China;
| | - Lingeng Lu
- Department of Chronic Disease Epidemiology, School of Medicine, Yale School of Public Health, New Haven, CT 06520, USA;
- Yale Cancer Center, Yale University, 60 College Street, New Haven, CT 06520, USA
- Center for Biomedical Data Science, Yale University, 60 College Street, New Haven, CT 06520, USA
| | - Wenxue Ma
- Sanford Stem Cell Clinical Center, Moores Cancer Center, Department of Medicine, University of California San Diego, La Jolla, CA 92093, USA
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15
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Chan JTH, Kadri S, Köllner B, Rebl A, Korytář T. RNA-Seq of Single Fish Cells - Seeking Out the Leukocytes Mediating Immunity in Teleost Fishes. Front Immunol 2022; 13:798712. [PMID: 35140719 PMCID: PMC8818700 DOI: 10.3389/fimmu.2022.798712] [Citation(s) in RCA: 13] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/20/2021] [Accepted: 01/03/2022] [Indexed: 01/01/2023] Open
Abstract
The immune system is a complex and sophisticated biological system, spanning multiple levels of complexity, from the molecular level to that of tissue. Our current understanding of its function and complexity, of the heterogeneity of leukocytes, is a result of decades of concentrated efforts to delineate cellular markers using conventional methods of antibody screening and antigen identification. In mammalian models, this led to in-depth understanding of individual leukocyte subsets, their phenotypes, and their roles in health and disease. The field was further propelled forward by the development of single-cell (sc) RNA-seq technologies, offering an even broader and more integrated view of how cells work together to generate a particular response. Consequently, the adoption of scRNA-seq revealed the unexpected plasticity and heterogeneity of leukocyte populations and shifted several long-standing paradigms of immunology. This review article highlights the unprecedented opportunities offered by scRNA-seq technology to unveil the individual contributions of leukocyte subsets and their crosstalk in generating the overall immune responses in bony fishes. Single-cell transcriptomics allow identifying unseen relationships, and formulating novel hypotheses tailored for teleost species, without the need to rely on the limited number of fish-specific antibodies and pre-selected markers. Several recent studies on single-cell transcriptomes of fish have already identified previously unnoticed expression signatures and provided astonishing insights into the diversity of teleost leukocytes and the evolution of vertebrate immunity. Without a doubt, scRNA-seq in tandem with bioinformatics tools and state-of-the-art methods, will facilitate studying the teleost immune system by not only defining key markers, but also teaching us about lymphoid tissue organization, development/differentiation, cell-cell interactions, antigen receptor repertoires, states of health and disease, all across time and space in fishes. These advances will invite more researchers to develop the tools necessary to explore the immunology of fishes, which remain non-conventional animal models from which we have much to learn.
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Affiliation(s)
- Justin T. H. Chan
- Institute of Parasitology, Biology Centre of the Czech Academy of Sciences, České Budějovice, Czechia
| | - Safwen Kadri
- Helmholtz Zentrum München, Institute of Lung Biology and Disease, Regenerative Biology and Medicine, Member of the German Center for Lung Research (DZL), Munich, Germany
| | - Bernd Köllner
- Institute of Immunology, Friedrich Loeffler Institute, Federal Research Institute for Animal Health, Greifswald, Germany
| | - Alexander Rebl
- Institute of Genome Biology, Research Institute for Farm Animal Biology, Dummerstorf, Germany
| | - Tomáš Korytář
- Institute of Parasitology, Biology Centre of the Czech Academy of Sciences, České Budějovice, Czechia
- Faculty of Fisheries and Protection of Waters, University of South Bohemia, České Budějovice, Czechia
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