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Fang Q, Chen X, Cao F, Xu P, Zhao Z, Lin R, Wu D, Deng W, Liu X. SPHK1 promotes HNSCC immune evasion by regulating the MMP1-PD-L1 axis. Theranostics 2024; 14:7199-7218. [PMID: 39629135 PMCID: PMC11610131 DOI: 10.7150/thno.102390] [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: 08/15/2024] [Accepted: 10/16/2024] [Indexed: 12/06/2024] Open
Abstract
Rationale: Immune checkpoint inhibitors (ICIs) have demonstrated significant efficacy against head and neck squamous cell carcinoma (HNSCC), but their overall response rate (ORR) remains limited. Previous studies have highlighted the crucial role of sphingosine kinases (SPHKs) in the tumor microenvironment (TME); however, their function in immunotherapy remains unclear. Methods: We conducted comprehensive bioinformatics analysis, functional studies, and clinical validation, to investigate the role of SPHK1 in the immunology of HNSCC. Results: Functionally, SPHK1 significantly promoted tumor growth by inhibiting anti-tumor immunity in immune-competent HNSCC mouse models and tumor-T cell co-cultures. Mechanistic analysis revealed that SPHK1 regulated matrix metalloproteinase-1 (MMP1) expression via the MAPK1 pathway, which subsequently influenced tumor programmed cell death ligand 1 (PD-L1) expression. Furthermore, SPHK1 and MMP1 could predict the efficacy of programmed cell death 1 monoclonal antibody (PD-1 mAb) immunotherapy in HNSCC and were independent risk factors for survival in patients with HNSCC. Conclusion: Our study reveals a novel role for SPHK1 in mediating immune evasion in HNSCC through the regulation of the MMP1-PD-L1 axis. We identified SPHK1 and MMP1 as predictive biomarkers for the therapeutic response to PD-1 mAb and provided new therapeutic targets for patients with HNSCC.
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Affiliation(s)
- Qi Fang
- Department of Head and Neck Surgery, Sun Yat-Sen University Cancer Center, 651 Dongfeng East Road, Guangzhou 510060, Guangdong, People's Republic of China
- State Key Laboratory of Oncology in South China, 651 Dongfeng East Road, Guangzhou 510060, Guangdong, People's Republic of China
- State Key Laboratory of Oncology in South China, Guangdong Provincial Clinical Research Center for Cancer, Sun Yat-sen University Cancer Center, Guangzhou 510060, China
- Sun Yat-Sen University, Guangzhou, China
| | - Xiao Chen
- The General Surgery Department of The Second Hospital of Anhui Medical University, Hefei, China
- Anhui Medical University, Hefei, China
| | - Fei Cao
- Department of Head and Neck Surgery, Sun Yat-Sen University Cancer Center, 651 Dongfeng East Road, Guangzhou 510060, Guangdong, People's Republic of China
- State Key Laboratory of Oncology in South China, 651 Dongfeng East Road, Guangzhou 510060, Guangdong, People's Republic of China
- State Key Laboratory of Oncology in South China, Guangdong Provincial Clinical Research Center for Cancer, Sun Yat-sen University Cancer Center, Guangzhou 510060, China
- Sun Yat-Sen University, Guangzhou, China
| | - Pengfei Xu
- Department of Head and Neck Surgery, Sun Yat-Sen University Cancer Center, 651 Dongfeng East Road, Guangzhou 510060, Guangdong, People's Republic of China
- State Key Laboratory of Oncology in South China, 651 Dongfeng East Road, Guangzhou 510060, Guangdong, People's Republic of China
- State Key Laboratory of Oncology in South China, Guangdong Provincial Clinical Research Center for Cancer, Sun Yat-sen University Cancer Center, Guangzhou 510060, China
- Sun Yat-Sen University, Guangzhou, China
| | - Zheng Zhao
- Department of Head and Neck Surgery, Sun Yat-Sen University Cancer Center, 651 Dongfeng East Road, Guangzhou 510060, Guangdong, People's Republic of China
- State Key Laboratory of Oncology in South China, 651 Dongfeng East Road, Guangzhou 510060, Guangdong, People's Republic of China
- State Key Laboratory of Oncology in South China, Guangdong Provincial Clinical Research Center for Cancer, Sun Yat-sen University Cancer Center, Guangzhou 510060, China
- Sun Yat-Sen University, Guangzhou, China
| | - Roubin Lin
- Department of Head and Neck Surgery, Sun Yat-Sen University Cancer Center, 651 Dongfeng East Road, Guangzhou 510060, Guangdong, People's Republic of China
- State Key Laboratory of Oncology in South China, 651 Dongfeng East Road, Guangzhou 510060, Guangdong, People's Republic of China
- State Key Laboratory of Oncology in South China, Guangdong Provincial Clinical Research Center for Cancer, Sun Yat-sen University Cancer Center, Guangzhou 510060, China
- Sun Yat-Sen University, Guangzhou, China
| | - Di Wu
- Department of Head and Neck Surgery, Sun Yat-Sen University Cancer Center, 651 Dongfeng East Road, Guangzhou 510060, Guangdong, People's Republic of China
- State Key Laboratory of Oncology in South China, 651 Dongfeng East Road, Guangzhou 510060, Guangdong, People's Republic of China
- State Key Laboratory of Oncology in South China, Guangdong Provincial Clinical Research Center for Cancer, Sun Yat-sen University Cancer Center, Guangzhou 510060, China
- Sun Yat-Sen University, Guangzhou, China
| | - Wuguo Deng
- Department of Head and Neck Surgery, Sun Yat-Sen University Cancer Center, 651 Dongfeng East Road, Guangzhou 510060, Guangdong, People's Republic of China
- State Key Laboratory of Oncology in South China, 651 Dongfeng East Road, Guangzhou 510060, Guangdong, People's Republic of China
- State Key Laboratory of Oncology in South China, Guangdong Provincial Clinical Research Center for Cancer, Sun Yat-sen University Cancer Center, Guangzhou 510060, China
- Sun Yat-Sen University, Guangzhou, China
| | - Xuekui Liu
- Department of Head and Neck Surgery, Sun Yat-Sen University Cancer Center, 651 Dongfeng East Road, Guangzhou 510060, Guangdong, People's Republic of China
- State Key Laboratory of Oncology in South China, 651 Dongfeng East Road, Guangzhou 510060, Guangdong, People's Republic of China
- State Key Laboratory of Oncology in South China, Guangdong Provincial Clinical Research Center for Cancer, Sun Yat-sen University Cancer Center, Guangzhou 510060, China
- Sun Yat-Sen University, Guangzhou, China
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Chouchane-Mlik O, Oniga A, Latouche A, Halladjian M, Kleine-Borgmann FB, Gérardy JJ, Mittelbronn M, Kamal M, Scholl SM. Systematic assessment of tumor necrosis at baseline in cervical cancer - An independent factor associated with poor outcome. Hum Pathol 2024; 143:62-70. [PMID: 38135059 DOI: 10.1016/j.humpath.2023.12.003] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/06/2023] [Revised: 12/08/2023] [Accepted: 12/19/2023] [Indexed: 12/24/2023]
Abstract
Cervical cancer (CC) is a leading challenge in oncology worldwide, with high prevalence and mortality rates in young adults, most prominent in low to middle-income countries with marginal screening facilities. From the prospectively collected BioRAIDS (NCT02428842) cohort of primary squamous CC conducted in 7 European countries, a central pathology review was carried out on 294 patients' tumors. The focus was on identification of tumor-stromal characteristics such as CD8+, CD45+, CD68+ staining cells, PD-L1 expression, tumor infiltrating lymphocytes (TILs) together with the degree of tumor necrosis. Both (FIGO-2018) stage (I-II/III-IV) as well as tumor necrosis were highly significantly associated with Progression-free Survival (PFS); with tumor necrosis scoring as most potent independent factor in a multivariable analysis (p < 0.001). Tumor necrosis can be assessed in the very first diagnostic biopsyand our data suggest that this rapid, simple and cost-effective biomarker, should be routinely assessed prior to treatment decisions.
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Affiliation(s)
- Olfa Chouchane-Mlik
- National Center of Pathology (NCP), Laboratoire National de Santé (LNS), Dudelange, Luxembourg.
| | - Alexandra Oniga
- National Center of Pathology (NCP), Laboratoire National de Santé (LNS), Dudelange, Luxembourg
| | - Aurélien Latouche
- Statistical Methods for Precision Medicine, PSL Research University, Mines Paris Tech, INSERM U900, Paris, France; Conservatoire National des Arts et Métiers, Paris, France
| | - Maral Halladjian
- Department of Drug Development and Innovation, Institut Curie, PSL Research University, Paris & Saint-Cloud, France
| | - Felix B Kleine-Borgmann
- National Center of Pathology (NCP), Laboratoire National de Santé (LNS), Dudelange, Luxembourg; Luxembourg Centre of Neuropathology (LCNP), Luxembourg
| | - Jean-Jacques Gérardy
- National Center of Pathology (NCP), Laboratoire National de Santé (LNS), Dudelange, Luxembourg; Luxembourg Centre of Neuropathology (LCNP), Luxembourg
| | - Michel Mittelbronn
- National Center of Pathology (NCP), Laboratoire National de Santé (LNS), Dudelange, Luxembourg; Luxembourg Centre of Neuropathology (LCNP), Luxembourg; Department of Oncology (DONC), Luxembourg Institute of Health (LIH), Luxembourg, Luxembourg; Department of Life Sciences and Medicine, University of Luxembourg, Esch sur Alzette, Luxembourg; Luxembourg Centre for Systems Biomedicine (LCSB), University of Luxembourg, Esch-sur-Alzette, Luxembourg; Faculty of Science, Technology and Medicine (FSTM), University of Luxembourg, Esch-sur-Alzette, Luxembourg
| | - Maud Kamal
- Department of Drug Development and Innovation, Institut Curie, PSL Research University, Paris & Saint-Cloud, France.
| | - Suzy M Scholl
- Department of Drug Development and Innovation, Institut Curie, PSL Research University, Paris & Saint-Cloud, France.
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Pokrývková B, Grega M, Klozar J, Vencálek O, Nunvář J, Tachezy R. PD1 +CD8 + Cells Are an Independent Prognostic Marker in Patients with Head and Neck Cancer. Biomedicines 2022; 10:2794. [PMID: 36359314 PMCID: PMC9687997 DOI: 10.3390/biomedicines10112794] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/07/2022] [Revised: 10/25/2022] [Accepted: 11/01/2022] [Indexed: 12/22/2024] Open
Abstract
Head and neck squamous cell carcinomas (HNSCCs) belong to a group of diverse tumors, which can be induced by infection with human papillomavirus (HPV) or tobacco and alcohol consumption. The viral etiology of HNSCC relates to better clinical outcomes reflecting a different immune system response. Here, we retrospectively analyzed 97 tissue samples from oral and oropharyngeal carcinomas associated and non-associated with HPV infection using multispectral fluorescent immunohistochemistry. To evaluate the immune cell infiltration in tumor and stroma compartments, we designed four panels of four to five antibodies. We detected more T lymphocytes in the stroma, compared to the tumor parenchyma. In HPV positive (HPV+) in comparison to HPV negative (HPV-) tumors, higher counts of CD3+CD4+, CD3+CD8+, PD1+CD4+, PD1+CD8+ T cells, and ICOS- Treg cells were detected while more ICOS+ Treg cells and CTLA4+CD4+ T cells were observed in HPV- than in HPV+ tumors. The results of the univariate and multivariate analyses confirmed the predominant impact of HPV status on prognosis. More importantly, the number of CD8+PD-1+ T cells was identified as an independent factor, influencing the overall and/or disease-specific survival of patients with oral cavity or oropharyngeal carcinomas.
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Affiliation(s)
- Barbora Pokrývková
- Department of Genetics and Microbiology, Faculty of Science, Charles University, BIOCEV, 252 50 Vestec, Czech Republic
| | - Marek Grega
- Department of Pathology and Molecular Medicine, 2nd Faculty of Medicine, Charles University, 150 06 Prague, Czech Republic
| | - Jan Klozar
- Department of Otorhinolaryngology and Head and Neck Surgery, 1st Faculty of Medicine, Charles University, University Hospital Motol, 150 06 Prague, Czech Republic
| | - Ondřej Vencálek
- Department of Mathematical Analysis and Applications of Mathematics, Faculty of Science, Palacky University in Olomouc, 771 46 Olomouc, Czech Republic
| | - Jaroslav Nunvář
- Department of Genetics and Microbiology, Faculty of Science, Charles University, BIOCEV, 252 50 Vestec, Czech Republic
| | - Ruth Tachezy
- Department of Genetics and Microbiology, Faculty of Science, Charles University, BIOCEV, 252 50 Vestec, Czech Republic
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Zhang S, Zhang W, Zhang J. 8-Gene signature related to CD8+ T cell infiltration by integrating single-cell and bulk RNA-sequencing in head and neck squamous cell carcinoma. Front Genet 2022; 13:938611. [PMID: 35938006 PMCID: PMC9355512 DOI: 10.3389/fgene.2022.938611] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/07/2022] [Accepted: 07/04/2022] [Indexed: 11/13/2022] Open
Abstract
Background: CD8+ T cells, a critical component of the tumor immune microenvironment, have become a key target of cancer immunotherapy. Considering the deficiency of robust biomarkers for head and neck squamous cell carcinoma (HNSCC), this study aimed at establishing a molecular signature associated with CD8+T cells infiltration. Methods: Single-cell RNA sequencing data retrieved from the Gene Expression Omnibus (GEO) database was analyzed to obtain the different cell types. Next, the cell proportions were investigated through deconvolution of RNA sequencing in the Cancer Genome Atlas (TCGA) database, and then the immune-related genes (IRGs) were identified by weighted gene co-expression network analysis (WGCNA). LASSO-Cox analysis was employed to establish a gene signature, followed by validation using a GEO dataset. Finally, the molecular and immunological properties, and drug responses between two subgroups were explored by applying “CIBERSORT”, “ESTIMATE”, and single sample gene set enrichment analysis (ssGSEA) methods. Results: A total of 215 differentially expressed IRGs were identified, of which 45 were associated with the overall survival of HNSCC. A risk model was then established based on eight genes, including DEFB1, AICDA, TYK2, CCR7, SCARB1, ULBP2, STC2, and LGR5. The low-risk group presented higher infiltration of memory activated CD4+ T cells, CD8+ T cells, and plasma cells, as well as a higher immune score, suggesting that they could benefit more from immunotherapy. On the other hand, the high-risk group showed higher abundance of activated mast cells and M2 macrophages, as well as a lower immune score. Conclusion: It was evident that the 8-gene signature could accurately predict HNSCC prognosis and thus it may serve as an index for clinical treatment.
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Affiliation(s)
- Shoujing Zhang
- Department of Oral and Maxillofacial Surgery, Tianjin Medical University School and Hospital of Stomatology, Tianjin, China
| | - Wenyi Zhang
- Department of Prosthodontics, Tianjin Medical University School and Hospital of Stomatology, Tianjin, China
| | - Jian Zhang
- Department of Oral and Maxillofacial Surgery, Tianjin Medical University School and Hospital of Stomatology, Tianjin, China
- *Correspondence: Jian Zhang,
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Park JC, Krishnakumar HN, Saladi SV. Current and Future Biomarkers for Immune Checkpoint Inhibitors in Head and Neck Squamous Cell Carcinoma. Curr Oncol 2022; 29:4185-4198. [PMID: 35735443 PMCID: PMC9221564 DOI: 10.3390/curroncol29060334] [Citation(s) in RCA: 23] [Impact Index Per Article: 7.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/23/2022] [Revised: 06/02/2022] [Accepted: 06/07/2022] [Indexed: 12/15/2022] Open
Abstract
With the introduction of immunotherapy, significant improvement has been made in the treatment of head and neck squamous cell carcinoma (HNSCC). However, only a small subset of patients with HNSCC benefit from immunotherapy. The current biomarker, a programmed cell death protein ligand 1 (PD-L1) expression that is widely used in treatment decision making for advanced HNSCC, has only a moderate predictive value. Additionally, PD-L1-based assay has critical inherent limitations due to its highly dynamic nature and lack of standardization. With the advance in molecular techniques and our understanding of biology, more reliable, reproducible, and practical novel biomarkers are being developed. These include but are not limited to neoantigen/mutation characteristics, immune transcriptomes, tumor-infiltrating immune cell composition, cancer epigenomic, proteomics and metabolic characteristics, and plasma-based and organoid assays.
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Affiliation(s)
- Jong Chul Park
- Department of Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, MA 02114, USA;
| | | | - Srinivas Vinod Saladi
- Department of Otology and Laryngology, Massachusetts Eye and Ear Infirmary, Harvard Medical School, Boston, MA 02114, USA
- Correspondence: ; Tel.: +1-807-7881
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Hua W, Huang X, Li J, Feng W, Sun Y, Guo C. 2-methoxyestradiol inhibits melanoma cell growth by activating adaptive immunity. Immunopharmacol Immunotoxicol 2022; 44:541-547. [PMID: 35451929 DOI: 10.1080/08923973.2022.2062380] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/05/2022]
Abstract
Background: The overall survival of melanoma patients remains poor despite advancements in surgical treatment and targeted therapies. Therefore, there is a need to develop new therapeutic strategies for melanoma. 2-methoxyestradiol (2-ME) is a major metabolite of estrogen that has been shown to have anti-tumor effects against many malignancies. However, the effects and mechanisms of action of 2-ME against melanoma remain unclear.Materials and methods: Melanoma cells (B16) were treated with 2-ME in vitro. Cell proliferation was detected by CCK8 and clone formation, transwell was carried out to measure the migration of B16 cells with or without 2-ME. Flow cytometry was performed to measure the apoptosis and cell cycle. C57BL/6 mice were used for tumor-bearing of B16 cells, tumor volumes were measured once a day, and sacrificed after it was over 2000 mm3, then immunofluorescence was implemented to examine the marker of CD3, CD8 and PD-L1.Results: In our study, we found that 2-ME significantly affected the proliferation, migration, apoptosis, and cell cycle of melanoma in vitro. Our results also showed that 2-ME had strong anti-tumor effects against melanoma in vivo and increased the infiltration of tumor-specific cytotoxic lymphocytes CD8+ T cells in the tumor microenvironment. Besides, PD-L1 expression in tumor cells was significantly higher in the 2-ME-treated group than in the control group, indicating that 2-ME could exhibit stronger anti-tumor effects against melanoma if combined with PD-1 blockade therapy.Conclusion: 2-ME suppresses melanoma in vivo and in vitro and is a promising synergistic enhancer of PD-1 blockade immunotherapy.
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Affiliation(s)
- Weitian Hua
- Center for Plastic & Reconstructive Surgery, Department of Plastic and Reconstructive Surgery, Zhejiang Provincial People's Hospital (Affiliated People's Hospital, Hangzhou Medical College), Hangzhou, Zhejiang, People's Republic of China
| | - Xingfeng Huang
- Center for Plastic & Reconstructive Surgery, Department of Plastic and Reconstructive Surgery, Zhejiang Provincial People's Hospital (Affiliated People's Hospital, Hangzhou Medical College), Hangzhou, Zhejiang, People's Republic of China
| | - Jingyu Li
- Center for Plastic & Reconstructive Surgery, Department of Plastic and Reconstructive Surgery, Zhejiang Provincial People's Hospital (Affiliated People's Hospital, Hangzhou Medical College), Hangzhou, Zhejiang, People's Republic of China
| | - Wei Feng
- Center for Plastic & Reconstructive Surgery, Department of Plastic and Reconstructive Surgery, Zhejiang Provincial People's Hospital (Affiliated People's Hospital, Hangzhou Medical College), Hangzhou, Zhejiang, People's Republic of China
| | - Yi Sun
- Center for Plastic & Reconstructive Surgery, Department of Plastic and Reconstructive Surgery, Zhejiang Provincial People's Hospital (Affiliated People's Hospital, Hangzhou Medical College), Hangzhou, Zhejiang, People's Republic of China
| | - Chengrui Guo
- Center for Plastic & Reconstructive Surgery, Department of Plastic and Reconstructive Surgery, Zhejiang Provincial People's Hospital (Affiliated People's Hospital, Hangzhou Medical College), Hangzhou, Zhejiang, People's Republic of China
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Kałafut J, Czerwonka A, Anameriç A, Przybyszewska-Podstawka A, Misiorek JO, Rivero-Müller A, Nees M. Shooting at Moving and Hidden Targets-Tumour Cell Plasticity and the Notch Signalling Pathway in Head and Neck Squamous Cell Carcinomas. Cancers (Basel) 2021; 13:6219. [PMID: 34944837 PMCID: PMC8699303 DOI: 10.3390/cancers13246219] [Citation(s) in RCA: 12] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/17/2021] [Revised: 12/03/2021] [Accepted: 12/06/2021] [Indexed: 12/15/2022] Open
Abstract
Head and Neck Squamous Cell Carcinoma (HNSCC) is often aggressive, with poor response to current therapies in approximately 40-50% of the patients. Current therapies are restricted to operation and irradiation, often combined with a small number of standard-of-care chemotherapeutic drugs, preferentially for advanced tumour patients. Only very recently, newer targeted therapies have entered the clinics, including Cetuximab, which targets the EGF receptor (EGFR), and several immune checkpoint inhibitors targeting the immune receptor PD-1 and its ligand PD-L1. HNSCC tumour tissues are characterized by a high degree of intra-tumour heterogeneity (ITH), and non-genetic alterations that may affect both non-transformed cells, such as cancer-associated fibroblasts (CAFs), and transformed carcinoma cells. This very high degree of heterogeneity likely contributes to acquired drug resistance, tumour dormancy, relapse, and distant or lymph node metastasis. ITH, in turn, is likely promoted by pronounced tumour cell plasticity, which manifests in highly dynamic and reversible phenomena such as of partial or hybrid forms of epithelial-to-mesenchymal transition (EMT), and enhanced tumour stemness. Stemness and tumour cell plasticity are strongly promoted by Notch signalling, which remains poorly understood especially in HNSCC. Here, we aim to elucidate how Notch signal may act both as a tumour suppressor and proto-oncogenic, probably during different stages of tumour cell initiation and progression. Notch signalling also interacts with numerous other signalling pathways, that may also have a decisive impact on tumour cell plasticity, acquired radio/chemoresistance, and metastatic progression of HNSCC. We outline the current stage of research related to Notch signalling, and how this pathway may be intricately interconnected with other, druggable targets and signalling mechanisms in HNSCC.
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Affiliation(s)
- Joanna Kałafut
- Department of Biochemistry and Molecular Biology, Medical University of Lublin, ul. Chodzki 1, 20-093 Lublin, Poland; (J.K.); (A.C.); (A.A.); (A.P.-P.); (A.R.-M.)
| | - Arkadiusz Czerwonka
- Department of Biochemistry and Molecular Biology, Medical University of Lublin, ul. Chodzki 1, 20-093 Lublin, Poland; (J.K.); (A.C.); (A.A.); (A.P.-P.); (A.R.-M.)
| | - Alinda Anameriç
- Department of Biochemistry and Molecular Biology, Medical University of Lublin, ul. Chodzki 1, 20-093 Lublin, Poland; (J.K.); (A.C.); (A.A.); (A.P.-P.); (A.R.-M.)
| | - Alicja Przybyszewska-Podstawka
- Department of Biochemistry and Molecular Biology, Medical University of Lublin, ul. Chodzki 1, 20-093 Lublin, Poland; (J.K.); (A.C.); (A.A.); (A.P.-P.); (A.R.-M.)
| | - Julia O. Misiorek
- Department of Molecular Neurooncology, Institute of Bioorganic Chemistry Polish Academy of Sciences, ul. Noskowskiego 12/14, 61-704 Poznan, Poland;
| | - Adolfo Rivero-Müller
- Department of Biochemistry and Molecular Biology, Medical University of Lublin, ul. Chodzki 1, 20-093 Lublin, Poland; (J.K.); (A.C.); (A.A.); (A.P.-P.); (A.R.-M.)
| | - Matthias Nees
- Department of Biochemistry and Molecular Biology, Medical University of Lublin, ul. Chodzki 1, 20-093 Lublin, Poland; (J.K.); (A.C.); (A.A.); (A.P.-P.); (A.R.-M.)
- Western Finland Cancer Centre (FICAN West), Institute of Biomedicine, University of Turku, 20101 Turku, Finland
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Fan T, Li C, He J. Prognostic value of immune-related genes and comparative analysis of immune cell infiltration in lung adenocarcinoma: sex differences. Biol Sex Differ 2021; 12:64. [PMID: 34863300 PMCID: PMC8642994 DOI: 10.1186/s13293-021-00406-y] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/17/2021] [Accepted: 11/06/2021] [Indexed: 12/26/2022] Open
Abstract
Background Lung adenocarcinoma (LUAD) is one of the most important subtypes of lung cancer. Compared with male LUAD patients, female patients have a higher incidence, but better long-term survival rate, with unknown reasons. In this study, we aimed to explore the effect of sex differences on immune cell infiltration in lung tumor microenvironment (TME), and tried to clarify the reasons for the different clinical characteristics of male and female LUAD patients, by conducting a comparative analysis of the TME. Methods Using ESTIMATE algorithm, we calculated immune and stromal scores of tumor samples downloaded from TCGA database according to immune or stromal components in TME. GO and KEGG enrichment analysis were conducted to reveal biological processes of these intersecting genes of high- and low-score groups. Cox regression analysis and protein–protein interaction (PPI) network analysis were performed to screen immune-related prognostic genes in female (CCR2, LCP2, and PTPRC) and male (BTK and CCR2) patients. Kaplan–Meier survival analysis was used to evaluate prognostic value of these identified genes. Mann–Whitney test was used to compare various indicators of male patients and female patients. The main results were subsequently validated in 420 cases from GSE72094. Results 304 and 368 intersecting genes were identified in female and male patients, respectively. The immune score ranged from −943.17 to 3229.35 among female patients and from −541.75 to 3441.78 among male patients. The stromal score ranged from −1790.23 to 2097.27 among female patients and from −1786.94 to 1722.70 among male patients. The immune and stromal scores of women were higher than those of men (p < 0.05). CCR2, LCP2 and PTPRC were identified as the most important immune-related prognostic genes in female LUAD patients. BTK and CCR2 were identified as the most important immune-related prognostic genes in male LUAD patients. Female patients had a higher proportion of memory B cells than that of male patients, while the percentage of T cells CD4 naïve and resting NK cells was lower in female patients (p < 0.05). Conclusions This study comprehensively compared the differences in tumor immune microenvironment between male and female LUAD patients, and identified prognosis-related genes for patients of different sexes. Supplementary Information The online version contains supplementary material available at 10.1186/s13293-021-00406-y. We presented a detailed and comprehensive analysis of immune cell infiltration in tumor microenvironment (TME) of female and male patients with lung adenocarcinoma (LUAD). We compared the differences in the tumor immune microenvironment between female and male LUAD patients. The density of memory B cells in TME of female patients with LUAD was significantly higher than that of male patients, which may explain that female patients with LUAD have a better prognosis than that of male patients. We identified immune-related genes that predicted the prognosis of female and male LUAD patients, respectively, and their predictive value were verified by another independent cohort.
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Affiliation(s)
- Tao Fan
- Department of Oncology, Renmin Hospital of Wuhan University, 238th Jiefang Road, Wuhan, 430060, China.,Department of Thoracic Surgery, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, 100021, China
| | - Chunxiang Li
- Department of Thoracic Surgery, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, 100021, China.
| | - Jie He
- Department of Oncology, Renmin Hospital of Wuhan University, 238th Jiefang Road, Wuhan, 430060, China. .,Department of Thoracic Surgery, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, 100021, China.
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