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Liu P, Page D, Ahlquist P, Ong IM, Gitter A. MPAC: a computational framework for inferring pathway activities from multi-omic data. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2025:2024.06.15.599113. [PMID: 38948762 PMCID: PMC11212914 DOI: 10.1101/2024.06.15.599113] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 07/02/2024]
Abstract
Fully capturing cellular state requires examining genomic, epigenomic, transcriptomic, proteomic, and other assays for a biological sample and comprehensive computational modeling to reason with the complex and sometimes conflicting measurements. Modeling these so-called multi-omic data is especially beneficial in disease analysis, where observations across omic data types may reveal unexpected patient groupings and inform clinical outcomes and treatments. We present Multi-omic Pathway Analysis of Cells (MPAC), a computational framework that interprets multi-omic data through prior knowledge from biological pathways. MPAC uses network relationships encoded in pathways using a factor graph to infer consensus activity levels for proteins and associated pathway entities from multi-omic data, runs permutation testing to eliminate spurious activity predictions, and groups biological samples by pathway activities to prioritize proteins with potential clinical relevance. Using DNA copy number alteration and RNA-seq data from head and neck squamous cell carcinoma patients from The Cancer Genome Atlas as an example, we demonstrate that MPAC predicts a patient subgroup related to immune responses not identified by analysis with either input omic data type alone. Key proteins identified via this subgroup have pathway activities related to clinical outcome as well as immune cell compositions. Our MPAC R package, available at https://bioconductor.org/packages/MPAC, enables similar multi-omic analyses on new datasets.
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Affiliation(s)
- Peng Liu
- Department of Biostatistics and Medical Informatics, University of Wisconsin-Madison, Madison, Wisconsin, United States of America
- Carbone Cancer Center, University of Wisconsin-Madison, Madison, Wisconsin, United States of America
| | - David Page
- Department of Biostatistics and Medical Informatics, University of Wisconsin-Madison, Madison, Wisconsin, United States of America
- Carbone Cancer Center, University of Wisconsin-Madison, Madison, Wisconsin, United States of America
- Department of Computer Sciences, University of Wisconsin-Madison, Madison, Wisconsin, United States of America
| | - Paul Ahlquist
- John and Jeanne Rowe Center for Research in Virology, Morgridge Institute for Research, Madison, Wisconsin, United States of America
- McArdle Laboratory for Cancer Research, University of Wisconsin-Madison, Madison, Wisconsin, United States of America
- Institute for Molecular Virology, University of Wisconsin-Madison, Madison, Wisconsin, United States of America
| | - Irene M Ong
- Department of Biostatistics and Medical Informatics, University of Wisconsin-Madison, Madison, Wisconsin, United States of America
- Carbone Cancer Center, University of Wisconsin-Madison, Madison, Wisconsin, United States of America
- Department of Obstetrics and Gynecology, University of Wisconsin-Madison, Madison, Wisconsin, United States of America
- Center for Human Genomics and Precision Medicine, University of Wisconsin-Madison, Madison, Wisconsin, United States of America
| | - Anthony Gitter
- Department of Biostatistics and Medical Informatics, University of Wisconsin-Madison, Madison, Wisconsin, United States of America
- Department of Computer Sciences, University of Wisconsin-Madison, Madison, Wisconsin, United States of America
- John and Jeanne Rowe Center for Research in Virology, Morgridge Institute for Research, Madison, Wisconsin, United States of America
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Liu XH, Wang GR, Zhong NN, Wang WY, Liu B, Li Z, Bu LL. Multi-omics in immunotherapy research for HNSCC: present situation and future perspectives. NPJ Precis Oncol 2025; 9:93. [PMID: 40158059 PMCID: PMC11954913 DOI: 10.1038/s41698-025-00886-w] [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: 12/07/2024] [Accepted: 03/18/2025] [Indexed: 04/01/2025] Open
Abstract
Head and neck squamous cell carcinoma (HNSCC) is the sixth most common cancer worldwide, significantly impacting patient survival and quality of life. The recent emergence of immunotherapy has provided new hope for HNSCC patients, improving survival rates; however, only 15%-20% of patients benefit, and side effects are inevitable. With advancements in omics technologies and the growing prevalence of bioinformatics research, the immune microenvironment of HNSCC has become increasingly well understood, and the molecular mechanisms underlying immunotherapy responses continue to be elucidated. In this review, we summarize commonly used omics techniques and their applications in the research of HNSCC immunotherapy, including predicting and enhancing efficacy, formulating personalized treatment plans, establishing robust preclinical research models, and identifying new immunotherapy targets. Finally, we explore future perspective in terms of sequencing samples, data integration analysis, emerging technologies, clinicopathological features, and interdisciplinary approaches.
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Affiliation(s)
- Xuan-Hao Liu
- State Key Laboratory of Oral & Maxillofacial Reconstruction and Regeneration, Key Laboratory of Oral Biomedicine Ministry of Education, Hubei Key Laboratory of Stomatology, School & Hospital of Stomatology, Wuhan University, Wuhan, 430072, China
| | - Guang-Rui Wang
- State Key Laboratory of Oral & Maxillofacial Reconstruction and Regeneration, Key Laboratory of Oral Biomedicine Ministry of Education, Hubei Key Laboratory of Stomatology, School & Hospital of Stomatology, Wuhan University, Wuhan, 430072, China
| | - Nian-Nian Zhong
- State Key Laboratory of Oral & Maxillofacial Reconstruction and Regeneration, Key Laboratory of Oral Biomedicine Ministry of Education, Hubei Key Laboratory of Stomatology, School & Hospital of Stomatology, Wuhan University, Wuhan, 430072, China
| | - Wei-Yu Wang
- State Key Laboratory of Oral & Maxillofacial Reconstruction and Regeneration, Key Laboratory of Oral Biomedicine Ministry of Education, Hubei Key Laboratory of Stomatology, School & Hospital of Stomatology, Wuhan University, Wuhan, 430072, China
| | - Bing Liu
- State Key Laboratory of Oral & Maxillofacial Reconstruction and Regeneration, Key Laboratory of Oral Biomedicine Ministry of Education, Hubei Key Laboratory of Stomatology, School & Hospital of Stomatology, Wuhan University, Wuhan, 430072, China
- Department of Oral & Maxillofacial-Head Neck Oncology, School and Hospital of Stomatology, Wuhan University, Wuhan, 430072, China
| | - Zheng Li
- Department of Radiation and Medical Oncology, Zhongnan Hospital of Wuhan University, 169, Donghu Road, Wuchang District, Wuhan, 430071, China.
| | - Lin-Lin Bu
- State Key Laboratory of Oral & Maxillofacial Reconstruction and Regeneration, Key Laboratory of Oral Biomedicine Ministry of Education, Hubei Key Laboratory of Stomatology, School & Hospital of Stomatology, Wuhan University, Wuhan, 430072, China.
- Department of Oral & Maxillofacial-Head Neck Oncology, School and Hospital of Stomatology, Wuhan University, Wuhan, 430072, China.
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Tang J, Lu B, Bin T, Xu XJ, Lin C, Wang Y, Xie WL. SNRPB and CEP290, predicting the prognosis of diffuse large B cell lymphoma and associated with tumour immune microenvironment. Ann Med 2024; 56:2425065. [PMID: 39624962 PMCID: PMC11616747 DOI: 10.1080/07853890.2024.2425065] [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: 03/27/2024] [Revised: 06/28/2024] [Accepted: 10/17/2024] [Indexed: 12/06/2024] Open
Abstract
BACKGROUND Diffuse large B-cell lymphoma (DLBCL), the most prevalent type of non-Hodgkin's lymphoma, exhibits significant correlations with efferocytosis-related molecules (ERMs) concerning invasion, metastasis, and clinical outcomes. This study aims to establish an efferocytosis-related gene signature specifically linked to DLBCL. METHODS Key module genes linked to DLBCL were identified via weighted gene co-expression network analysis (WGCNA) in GSE32018. Univariate Cox analysis of GSE31312 revealed ERMs associated with DLBCL survival. Differential expression analysis identified differentially expressed genes (DEGs) between DLBCL subtypes and normal samples. Venn diagram analysis identified common DEGs and key module genes. A DLBCL gene signature was built by using univariate Cox and least absolute shrinkage and selection operator (LASSO) analysis. Gene functional enrichment, immune microenvironment, and immunotherapy analyses compared two risk subgroups. Prognostic gene expression was validated at the single-cell level. RESULTS In the GSE32018 dataset, 1760 key module genes related to DLBCL were identified. Using GSE31312, 14 ERMs associated with DLBCL prognosis were determined.Then, an ERMs-related prognostic signature, including small nuclear ribonucleoprotein polypeptides B (SNRPB) and centrosomal protein 290 (CEP290), was established. Independent prognostic analysis showed that the RiskScore derived from this signature was a prognostic factor. Significant immune microenvironment differences were observed between two risk subgroups. Additionally, chemotherapeutic drug sensitivity results indicated the signature could predict therapeutic response. Eventually, expression of SNRPB and CEP290 was confirmed in B cells. CONCLUSION The prognostic signature comprised of SNRPB and CEP290 based on ERMs-DEGs was established, providing a theoretical basis and reference value for DLBCL research.
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MESH Headings
- Lymphoma, Large B-Cell, Diffuse/genetics
- Lymphoma, Large B-Cell, Diffuse/immunology
- Lymphoma, Large B-Cell, Diffuse/mortality
- Lymphoma, Large B-Cell, Diffuse/pathology
- Humans
- Tumor Microenvironment/immunology
- Tumor Microenvironment/genetics
- Prognosis
- Cell Cycle Proteins/genetics
- Gene Expression Regulation, Neoplastic
- Biomarkers, Tumor/genetics
- Gene Expression Profiling
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Affiliation(s)
- Jing Tang
- Department of Haematology, The Seventh Affiliated Hospital, Sun Yat-Sen University, Shenzhen, China
| | - Bo Lu
- Department of Haematology, The Seventh Affiliated Hospital, Sun Yat-Sen University, Shenzhen, China
| | - Ting Bin
- Department of Haematology, The Seventh Affiliated Hospital, Sun Yat-Sen University, Shenzhen, China
| | - Xiao-Jun Xu
- Department of Haematology, The Seventh Affiliated Hospital, Sun Yat-Sen University, Shenzhen, China
| | - Chao Lin
- Pediatric Hematology Laboratory, Division of Hematology/Oncology, Department of Pediatrics, The Seventh Affiliated Hospital, Sun Yat-Sen University, Shenzhen, China
| | - Ying Wang
- Department of Haematology, The Seventh Affiliated Hospital, Sun Yat-Sen University, Shenzhen, China
| | - Wen-Lin Xie
- Pathological Diagnostic Center, The Seventh Affiliated Hospital, Sun Yat-Sen University, Shenzhen, China
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Wang P, Gao X, Zheng W, Zhang J. Potential impact of epithelial splicing regulatory protein 1 (ESRP1) associated with tumor immunity in pancreatic adenocarcinoma. J Proteomics 2024; 308:105277. [PMID: 39127164 DOI: 10.1016/j.jprot.2024.105277] [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: 06/06/2024] [Revised: 08/05/2024] [Accepted: 08/07/2024] [Indexed: 08/12/2024]
Abstract
Pancreatic adenocarcinoma (PAAD) is a prevalent and highly malignant gastrointestinal tumor. Therefore, exploring the mechanisms of drug resistance and immune pathways in PAAD is crucial for clinical treatment. In this study, a total of 497 differentially expressed genes (DEGs) were identified between normal and PAAD samples, and which were enriched to 117 GO terms and 7 functional pathways. Subsequently, 5 overall survival-related DEGs (ESRP1, KRT6A, H2BC11, H2BC4 and KLK) was generated using Cox hazards regression analysis in TCGA dataset. Furthermore, the weighted gene co-expression network analysis revealed a strong association between ESRP1 and PAAD among 5 survival-related DEGs. Patients were divided into two clusters based on ESRP1 expression levels, and low ESRP1 expression existed stronger immune infiltration and higher expression of immunomodulatory targets than high ESRP1 expression by single-sample gene set enrichment analysis, which indicated that low ESRP1 expression was associated with longer survival compared to high ESRP1 expression. Finally, our study also found that immune cells distribution and immunomodulatory targets gene expression in the GEO dataset were similar to the TCGA cohort. Overall, our findings suggest that ESRP1 may play a role in influencing immune contexture and regulating immune function of PAAD patients by integrating data from various databases. SIGNIFICANCE: Utilizing TCGA and GEO datasets, this study uncovers the significant impact of epithelial splicing regulatory protein 1 (ESRP1) on PAAD. ESRP1 emerges as a key regulator of immune function, influencing tumor microenvironment and immune cell infiltration. Cluster analysis shows that low ESRP1 expression correlates with enhanced immune activity, predicting better prognosis. This discovery suggests that ESRP1 can serve as a potential biomarker for the prognosis of PAAD, offering new insights into personalized immunotherapy by influencing immune regulation and tumor progression.
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Affiliation(s)
- Pengpeng Wang
- Police-Dog Technology Department, Criminal Investigation Police University of China, Shenyang 110034, China
| | - Xiang Gao
- Key Laboratory of Animal Epidemiology of the Ministry of Agriculture and Rural Affairs, College of Veterinary Medicine, China Agricultural University, Beijing 100193, China
| | - Weijie Zheng
- State Key Laboratory of Animal Biotech Breeding and Frontier Science Center for Molecular Design Breeding, National Engineering Laboratory for Animal Breeding and Key Laboratory of Animal Genetics, Breeding and Reproduction, Ministry of Agriculture and Rural Affairs, Department of Animal Genetics and Breeding, College of Animal Science and Technology, China Agricultural University, Beijing 100193, China
| | - Junnan Zhang
- State Key Laboratory of Animal Biotech Breeding and Frontier Science Center for Molecular Design Breeding, National Engineering Laboratory for Animal Breeding and Key Laboratory of Animal Genetics, Breeding and Reproduction, Ministry of Agriculture and Rural Affairs, Department of Animal Genetics and Breeding, College of Animal Science and Technology, China Agricultural University, Beijing 100193, China.
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Jia W, Li N, Wang J, Gong X, Ouedraogo SY, Wang Y, Zhao J, Grech G, Chen L, Zhan X. Immune-related gene methylation prognostic instrument for stratification and targeted treatment of ovarian cancer patients toward advanced 3PM approach. EPMA J 2024; 15:375-404. [PMID: 38841623 PMCID: PMC11148001 DOI: 10.1007/s13167-024-00359-3] [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: 02/03/2024] [Accepted: 04/07/2024] [Indexed: 06/07/2024]
Abstract
Background DNA methylation is an important mechanism in epigenetics, which can change the transcription ability of genes and is closely related to the pathogenesis of ovarian cancer (OC). We hypothesize that DNA methylation is significantly different in OCs compared to controls. Specific DNA methylation status can be used as a biomarker of OC, and targeted drugs targeting these methylation patterns and DNA methyltransferase may have better therapeutic effects. Studying the key DNA methylation sites of immune-related genes (IRGs) in OC patients and studying the effects of these methylation sites on the immune microenvironment may provide a new method for further exploring the pathogenesis of OC, realizing early detection and effective monitoring of OC, identifying effective biomarkers of DNA methylation subtypes and drug targets, improving the efficacy of targeted drugs or overcoming drug resistance, and better applying it to predictive diagnosis, prevention, and personalized medicine (PPPM; 3PM) of OC. Method Hypermethylated subtypes (cluster 1) and hypomethylated subtypes (cluster 2) were established in OCs based on the abundance of different methylation sites in IRGs. The differences in immune score, immune checkpoints, immune cells, and overall survival were analyzed between different methylation subtypes in OC samples. The significant pathways, gene ontology (GO), and protein-protein interaction (PPI) network of the identified methylation sites in IRGs were enriched. In addition, the immune-related methylation signature was constructed with multiple regression analysis. A methylation site model based on IRGs was constructed and verified. Results A total of 120 IRGs with 142 differentially methylated sites (DMSs) were identified. The DMSs were clustered into a high-level methylation group (cluster 1) and a low-level methylation group (cluster 2). The significant pathways and GO analysis showed many immune-related and cancer-associated enrichments. A methylation site signature based on IRGs was constructed, including RORC|cg25112191, S100A13|cg14467840, TNF|cg04425624, RLN2|cg03679581, and IL1RL2|cg22797169. The methylation sites of all five genes showed hypomethylation in OC, and there were statistically significant differences among RORC|cg25112191, S100A13|cg14467840, and TNF|cg04425624 (p < 0.05). This prognostic model based on low-level methylation and high-level methylation groups was significantly linked to the immune microenvironment as well as overall survival in OC. Conclusions This study provided different methylation subtypes for OC patients according to the methylation sites of IRGs. In addition, it helps establish a relationship between methylation and the immune microenvironment, which showed specific differences in biological signaling pathways, genomic changes, and immune mechanisms within the two subgroups. These data provide ones to deeply understand the mechanism of immune-related methylation genes on the occurrence and development of OC. The methylation-site signature is also to establish new possibilities for OC therapy. These data are a precious resource for stratification and targeted treatment of OC patients toward an advanced 3PM approach. Supplementary Information The online version contains supplementary material available at 10.1007/s13167-024-00359-3.
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Affiliation(s)
- Wenshuang Jia
- Medical Science and Technology Innovation Center, Shandong Provincial Key Medical and Health Laboratory of Ovarian Cancer Multiomics, & Shandong Key Laboratory of Radiation Oncology, Shandong Cancer Hospital and Institute, Shandong First Medical University, 440 Jiyan Road, Jinan, Shandong 250117 People’s Republic of China
| | - Na Li
- Medical Science and Technology Innovation Center, Shandong Provincial Key Medical and Health Laboratory of Ovarian Cancer Multiomics, & Shandong Key Laboratory of Radiation Oncology, Shandong Cancer Hospital and Institute, Shandong First Medical University, 440 Jiyan Road, Jinan, Shandong 250117 People’s Republic of China
| | - Jingjing Wang
- Department of Pathology, Shandong Cancer Hospital and Institute, Shandong First Medical University, 440 Jiyan Road, Jinan, Shandong 250117 People’s Republic of China
| | - Xiaoxia Gong
- Medical Science and Technology Innovation Center, Shandong Provincial Key Medical and Health Laboratory of Ovarian Cancer Multiomics, & Shandong Key Laboratory of Radiation Oncology, Shandong Cancer Hospital and Institute, Shandong First Medical University, 440 Jiyan Road, Jinan, Shandong 250117 People’s Republic of China
| | - Serge Yannick Ouedraogo
- Medical Science and Technology Innovation Center, Shandong Provincial Key Medical and Health Laboratory of Ovarian Cancer Multiomics, & Shandong Key Laboratory of Radiation Oncology, Shandong Cancer Hospital and Institute, Shandong First Medical University, 440 Jiyan Road, Jinan, Shandong 250117 People’s Republic of China
| | - Yan Wang
- Medical Science and Technology Innovation Center, Shandong Provincial Key Medical and Health Laboratory of Ovarian Cancer Multiomics, & Shandong Key Laboratory of Radiation Oncology, Shandong Cancer Hospital and Institute, Shandong First Medical University, 440 Jiyan Road, Jinan, Shandong 250117 People’s Republic of China
- Department of Gynecological Oncology, Shandong Cancer Hospital and Institute, Shandong First Medical University & Shandong Academy of Medical Sciences, 440 Jiyan Road, Jinan, 250117 People’s Republic of China
| | - Junkai Zhao
- Medical Science and Technology Innovation Center, Shandong Provincial Key Medical and Health Laboratory of Ovarian Cancer Multiomics, & Shandong Key Laboratory of Radiation Oncology, Shandong Cancer Hospital and Institute, Shandong First Medical University, 440 Jiyan Road, Jinan, Shandong 250117 People’s Republic of China
| | - Godfrey Grech
- Department of Pathology, University of Malta, Msida, Malta
| | - Liang Chen
- Department of Gynecological Oncology, Shandong Cancer Hospital and Institute, Shandong First Medical University & Shandong Academy of Medical Sciences, 440 Jiyan Road, Jinan, 250117 People’s Republic of China
| | - Xianquan Zhan
- Medical Science and Technology Innovation Center, Shandong Provincial Key Medical and Health Laboratory of Ovarian Cancer Multiomics, & Shandong Key Laboratory of Radiation Oncology, Shandong Cancer Hospital and Institute, Shandong First Medical University, 440 Jiyan Road, Jinan, Shandong 250117 People’s Republic of China
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He C, Guo Z, Zhang H, Yang G, Gao J, Mo Z. Identification and validation of methylation-CpG prognostic signature for prognosis of hepatocellular carcinoma. Aging (Albany NY) 2024; 16:1733-1749. [PMID: 38244582 PMCID: PMC10866447 DOI: 10.18632/aging.205454] [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: 05/08/2023] [Accepted: 12/06/2023] [Indexed: 01/22/2024]
Abstract
Epigenetic biomarkers help predict the prognosis of cancer patients and evaluating the clinical outcome of immunization therapy. In this study, we present a personalized gene methylation-CpG signature to enhance the accuracy of survival prediction for individuals with hepatocellular carcinoma (HCC). Utilizing RNA sequencing and methylation datasets from GEO as well as TCGA, we conducted single sample GSEA (ssGSEA), WGCNA, as well as Cox regression. Through these analyses, we identified 175 oxidative stress and immune-related genes along with 4 CpG loci that are associated with the prognosis of HCC. Subsequently, we constructed a prognostic signature for HCC utilizing these 4 CpG sites, referred to as the HCC Prognostic Signature of Methylation-CpG sites (HPSM). Further investigation revealed an enrichment of immune-related signal pathways in the HPSM-low group, which demonstrated a positive correlation with better survival among HCC patients. Moreover, the methylation of the CpG sites in HPSM was found to be closely linked to drug sensitivity. In vitro experiments tentatively confirmed that promoter methylation regulated the expression of BMPER, one of the CpG sites within HPSM. The expression of BMPER was significantly correlated with cell death in the oxidative stress pathway, and overexpression of BMPER effectively inhibited HCC cell proliferation. Consequently, our findings suggest that HPSM is an independent predictive factor and holds promise for accurately predicting the prognosis of HCC patients.
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Affiliation(s)
- Chunmei He
- School of Intelligent Medicine and Biotechnology, Guilin Medical University, Guilin 541199, Guangxi, China
- Chandi Precision Medical Technology, Foshan 528000, Guangdong, China
| | - Zehao Guo
- School of Intelligent Medicine and Biotechnology, Guilin Medical University, Guilin 541199, Guangxi, China
- Key Laboratory of Biochemistry and Molecular Biology (Guilin Medical University), Education Department of Guangxi Zhuang Autonomous Region, Guilin 541199, Guangxi, China
| | - Hao Zhang
- School of Intelligent Medicine and Biotechnology, Guilin Medical University, Guilin 541199, Guangxi, China
- Key Laboratory of Biochemistry and Molecular Biology (Guilin Medical University), Education Department of Guangxi Zhuang Autonomous Region, Guilin 541199, Guangxi, China
| | - Ganqing Yang
- School of Intelligent Medicine and Biotechnology, Guilin Medical University, Guilin 541199, Guangxi, China
| | - Jintao Gao
- School of Intelligent Medicine and Biotechnology, Guilin Medical University, Guilin 541199, Guangxi, China
- Key Laboratory of Biochemistry and Molecular Biology (Guilin Medical University), Education Department of Guangxi Zhuang Autonomous Region, Guilin 541199, Guangxi, China
| | - Zhijing Mo
- School of Intelligent Medicine and Biotechnology, Guilin Medical University, Guilin 541199, Guangxi, China
- Key Laboratory of Biochemistry and Molecular Biology (Guilin Medical University), Education Department of Guangxi Zhuang Autonomous Region, Guilin 541199, Guangxi, China
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Cobankent Aytekin E, Unal B, Bassorgun CI, Ozkan O. Clinicopathologic Evaluation of CD80, CD86, and PD-L1 Expressions with Immunohistochemical Methods in Malignant Melanoma Patients. Turk Patoloji Derg 2024; 40:16-26. [PMID: 37614091 PMCID: PMC10823788 DOI: 10.5146/tjpath.2023.01608] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/26/2022] [Accepted: 06/27/2023] [Indexed: 08/25/2023] Open
Abstract
OBJECTIVE Diagnostic and prognostic biomarkers for malignant melanoma are crucial for treatment and for developing targeted therapies. Malignant melanoma is a highly immunogenic tumor, and its regression, treatment, and prognostic evaluation are directly related to escape from immune destruction. Therefore, we aimed to determine the expression levels of CD80, CD86, and PD -L1 in malignant melanoma tissue samples by immunohistochemistry and to investigate the possible relationship between these proteins and the clinicopathological features in this study. MATERIAL AND METHODS Hematoxylin and eosin staining and immunohistochemical staining for CD80, CD86, and PD-L1 were evaluated for clinical data, survival, prognosis, tumor location, malignant melanoma subtypes, tumor size, and prognostic findings. RESULTS Higher survival rates were observed in patients with lower PD-L1 staining scores in the tumor. The 5-year survival was higher in patients with CD80-positive and CD86-positive biopsies. Mortality was lower in superficial spreading melanoma and Lentigo maligna melanoma types, whereas staining positivity of CD80 and CD86 was higher. Furthermore, a relationship between clinical stage and Breslow thickness ( < 2mm/≥2mm), tumor ulceration, lymph node metastasis, and CD80 and CD86 expression was also identified. CONCLUSION Our findings suggest that PD-L1, CD80, and CD86 expression are essential in malignant melanoma and could be used as prognostic markers.
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Affiliation(s)
| | - Betul Unal
- Department of Pathology, Akdeniz University, Faculty of Medicine, Antalya, Turkey
| | | | - Ozlenen Ozkan
- Department of Plastic and Reconstructive Surgery, Akdeniz University, Faculty of Medicine, Antalya, Turkey
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Wen X, Wang C, Pan Z, Jin Y, Wang H, Zhou J, Sun C, Ye G, Chen M. Integrated analysis reveals the potential of cluster of differentiation 86 as a key biomarker in high-grade glioma. Aging (Albany NY) 2023; 15:15402-15418. [PMID: 38154107 PMCID: PMC10781505 DOI: 10.18632/aging.205359] [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: 09/08/2023] [Accepted: 11/16/2023] [Indexed: 12/30/2023]
Abstract
This study aimed to evaluate the potential of cluster of differentiation 86 (CD86) as a biomarker in high-grade glioma (HGG). The TCGA and TCIA databases were used to obtain the CD86 expression value, clinical data, and MRI images of HGG patients. Prognostic values were assessed by the Kaplan-Meier method, Receiver operating characteristic curve (ROC), Cox regression, logistic regression, and nomogram analyses. CD86-associated pathways were also explored. We found that CD86 was significantly upregulated in HGG compared with the normal group. Survival analysis showed a significant association between CD86 high expression and shorter overall survival time. Its independent prognostic value was also confirmed. These results suggested the possibility of CD86 as a biomarker in HGG. We also innovatively established 2 radiomics models with Support Vector Machine (SVM) and Logistic regression (LR) algorithms to predict the CD86 expression. The 2 models containing 5 optimal features by SVM and LR methods showed similar favorable performance in predicting CD86 expression in the training set, and their performance were also confirmed in validation set. These results indicated the successful construction of a radiomics model for non-invasively predicting biomarker in HGG. Finally, pathway analysis indicated that CD86 might be involved in the natural killer cell-mediated cytotoxicity in HGG progression.
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Affiliation(s)
- Xuebin Wen
- Department of Anesthesiology, Ningbo Medical Center Lihuili Hospital, Ningbo 315100, Zhejiang, China
| | - Chaochao Wang
- Department of Radiology, Ningbo Medical Center Lihuili Hospital, Ningbo 315100, Zhejiang, China
| | - Zhihao Pan
- Department of Anesthesiology, Ningbo Medical Center Lihuili Hospital, Ningbo 315100, Zhejiang, China
| | - Yao Jin
- Department of Radiology, Ningbo Medical Center Lihuili Hospital, Ningbo 315100, Zhejiang, China
| | - Hongcai Wang
- Department of Neurosurgery, Ningbo Medical Center Lihuili Hospital, Ningbo 315100, Zhejiang, China
| | - Jiang Zhou
- Department of Neurosurgery, Ningbo Medical Center Lihuili Hospital, Ningbo 315100, Zhejiang, China
| | - Chengfeng Sun
- Department of Neurosurgery, Ningbo Medical Center Lihuili Hospital, Ningbo 315100, Zhejiang, China
| | - Gengfan Ye
- Department of Neurosurgery, Ningbo Medical Center Lihuili Hospital, Ningbo 315100, Zhejiang, China
| | - Maosong Chen
- Department of Neurosurgery, Ningbo Medical Center Lihuili Hospital, Ningbo 315100, Zhejiang, China
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Klümper N, Wüst L, Saal J, Ralser DJ, Zarbl R, Jarczyk J, Breyer J, Sikic D, Wullich B, Bolenz C, Roghmann F, Hölzel M, Ritter M, Strieth S, Hartmann A, Erben P, Wirtz RM, Landsberg J, Dietrich D, Eckstein M. PD-L1 ( CD274) promoter hypomethylation predicts immunotherapy response in metastatic urothelial carcinoma. Oncoimmunology 2023; 12:2267744. [PMID: 37868689 PMCID: PMC10588513 DOI: 10.1080/2162402x.2023.2267744] [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: 08/17/2023] [Accepted: 10/03/2023] [Indexed: 10/24/2023] Open
Abstract
PD-L1 status assessed by immunohistochemistry (IHC) has failed to reliably predict outcomes for patients with metastatic urothelial carcinoma (mUC) on immune checkpoint blockade (ICB). PD-L1 promoter methylation is an epigenetic mechanism that has been shown to regulate PD-L1 mRNA expression in various malignancies. The aim of our present study was to evaluate the predictive potential of PD-L1 promoter methylation status (mPD-L1) in ICB-treated mUC compared to conventional IHC-based PD-L1 assessment. We quantified mPD-L1 in formalin-fixed and paraffin-embedded tissue sections using an established quantitative methylation-specific PCR assay (qMSP) in a well-characterized multicenter ICB-treated cohort comprising N = 107 patients with mUC. Additionally, PD-L1 protein expression in tumor tissues was assessed using regulatory approved IHC protocols. The effect of pharmacological hypomethylation by the DNA methyltransferase inhibitor decitabine in combination with interferon-γ stimulation in urothelial carcinoma cell lines was investigated by IHC and FACS. mPD-L1 hypomethylation predicted objective response rate at the first staging on ICB. Patients with tumors categorized as PD-L1 hypomethylated (lower quartile) showed significantly prolonged progression-free (PFS) and overall survival (OS) after ICB initiation. In contrast, PD-L1 protein expression status neither correlated with response nor survival. In multivariable Cox regression analyses, PD-L1 promoter hypermethylation remained an independent predictor of unfavorable PFS and OS. In urothelial carcinoma cell lines, pharmacological demethylation led to an upregulation of membranous PD-L1 expression and an enhanced inducibility of PD-L1 expression by interferon γ. Hypomethylation of the PD-L1 promoter is a promising predictive biomarker for response to ICB in patients with mUC.
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Affiliation(s)
- Niklas Klümper
- Department of Urology and Pediatric Urology, University Medical Center Bonn (UKB), Bonn, Germany
- Institute of Experimental Oncology, University Medical Center Bonn (UKB), Bonn, Germany
- Center for Integrated Oncology, Aachen/Bonn/Cologne/Düsseldorf (CIO-ABCD), Germany
| | - Lennert Wüst
- Center for Integrated Oncology, Aachen/Bonn/Cologne/Düsseldorf (CIO-ABCD), Germany
- Department of Otorhinolaryngology, University Medical Center Bonn (UKB), Bonn, Germany
| | - Jonas Saal
- Center for Integrated Oncology, Aachen/Bonn/Cologne/Düsseldorf (CIO-ABCD), Germany
- Medical Clinic III for Oncology, Hematology, Immune-Oncology and Rheumatology, University Medical Center Bonn (UKB), Bonn, Germany
| | - Damian J. Ralser
- Institute of Experimental Oncology, University Medical Center Bonn (UKB), Bonn, Germany
- Center for Integrated Oncology, Aachen/Bonn/Cologne/Düsseldorf (CIO-ABCD), Germany
- Department of Gynaecology and Gynaecological Oncology, University Medical Center Bonn (UKB), Bonn, Germany
| | - Romina Zarbl
- Center for Integrated Oncology, Aachen/Bonn/Cologne/Düsseldorf (CIO-ABCD), Germany
- Department of Otorhinolaryngology, University Medical Center Bonn (UKB), Bonn, Germany
| | - Jonas Jarczyk
- Department of Urology and Urosurgery, Medical Faculty Mannheim, University of Heidelberg, Mannheim, Germany
| | - Johannes Breyer
- Department of Urology, Caritas Hospital St. Josef, University of Regensburg, Regensburg, Germany
- Center for Integrated Oncology, Bavarian Center for Cancer Research (Bayerisches Zentrum für Krebsforschung, BZKF), Erlangen, Germany
| | - Danijel Sikic
- Center for Integrated Oncology, Bavarian Center for Cancer Research (Bayerisches Zentrum für Krebsforschung, BZKF), Erlangen, Germany
- Center for Integrated Oncology, Comprehensive Cancer Center Erlangen-EMN (CCC ER-EMN), Erlangen, Germany
- Department of Urology and Pediatric Urology, University Hospital Erlangen, Friedrich-Alexander-University Erlangen-Nuremberg, Erlangen, Germany
| | - Bernd Wullich
- Center for Integrated Oncology, Bavarian Center for Cancer Research (Bayerisches Zentrum für Krebsforschung, BZKF), Erlangen, Germany
- Center for Integrated Oncology, Comprehensive Cancer Center Erlangen-EMN (CCC ER-EMN), Erlangen, Germany
- Department of Urology and Pediatric Urology, University Hospital Erlangen, Friedrich-Alexander-University Erlangen-Nuremberg, Erlangen, Germany
| | | | | | - Michael Hölzel
- Institute of Experimental Oncology, University Medical Center Bonn (UKB), Bonn, Germany
- Center for Integrated Oncology, Aachen/Bonn/Cologne/Düsseldorf (CIO-ABCD), Germany
| | - Manuel Ritter
- Department of Urology and Pediatric Urology, University Medical Center Bonn (UKB), Bonn, Germany
- Center for Integrated Oncology, Aachen/Bonn/Cologne/Düsseldorf (CIO-ABCD), Germany
| | - Sebastian Strieth
- Center for Integrated Oncology, Aachen/Bonn/Cologne/Düsseldorf (CIO-ABCD), Germany
- Department of Otorhinolaryngology, University Medical Center Bonn (UKB), Bonn, Germany
| | - Arndt Hartmann
- Center for Integrated Oncology, Bavarian Center for Cancer Research (Bayerisches Zentrum für Krebsforschung, BZKF), Erlangen, Germany
- Center for Integrated Oncology, Comprehensive Cancer Center Erlangen-EMN (CCC ER-EMN), Erlangen, Germany
- Institute of Pathology, University Hospital Erlangen, Friedrich-Alexander-University Erlangen-Nuremberg, Erlangen, Germany
- Comprehensive Cancer Center EMN, University Hospital Erlangen, Friedrich-Alexander-Universität Erlangen-Nürnberg, Erlangen, Germany
| | - Philipp Erben
- Department of Urology and Urosurgery, Medical Faculty Mannheim, University of Heidelberg, Mannheim, Germany
| | - Ralph M. Wirtz
- Center for Integrated Oncology, STRATIFYER Molecular Pathology GmbH, Cologne, Germany
| | - Jennifer Landsberg
- Center for Integrated Oncology, Aachen/Bonn/Cologne/Düsseldorf (CIO-ABCD), Germany
- Department of Dermatology and Allergy, University Medical Center Bonn (UKB), Bonn, Germany
| | - Dimo Dietrich
- Center for Integrated Oncology, Aachen/Bonn/Cologne/Düsseldorf (CIO-ABCD), Germany
- Department of Otorhinolaryngology, University Medical Center Bonn (UKB), Bonn, Germany
| | - Markus Eckstein
- Center for Integrated Oncology, Bavarian Center for Cancer Research (Bayerisches Zentrum für Krebsforschung, BZKF), Erlangen, Germany
- Center for Integrated Oncology, Comprehensive Cancer Center Erlangen-EMN (CCC ER-EMN), Erlangen, Germany
- Institute of Pathology, University Hospital Erlangen, Friedrich-Alexander-University Erlangen-Nuremberg, Erlangen, Germany
- Comprehensive Cancer Center EMN, University Hospital Erlangen, Friedrich-Alexander-Universität Erlangen-Nürnberg, Erlangen, Germany
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10
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Burkitt K. Role of DNA Methylation Profiles as Potential Biomarkers and Novel Therapeutic Targets in Head and Neck Cancer. Cancers (Basel) 2023; 15:4685. [PMID: 37835379 PMCID: PMC10571524 DOI: 10.3390/cancers15194685] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/17/2023] [Revised: 08/24/2023] [Accepted: 09/18/2023] [Indexed: 10/15/2023] Open
Abstract
Head and neck squamous cell carcinoma (HNSCC) is the sixth most common cancer worldwide and is associated with high mortality. The main reasons for treatment failure are a low rate of early diagnosis, high relapse rates, and distant metastasis with poor outcomes. These are largely due to a lack of diagnostic, prognostic, and predictive biomarkers in HNSCC. DNA methylation has been demonstrated to play an important role in the pathogenesis of HNSCC, and recent studies have also valued DNA methylation as a potential biomarker in HNSCC. This review summarizes the current knowledge on DNA methylation profiles in HPV-positive and HPV-negative HNSCC and how these may contribute to the pathogenesis of HNSCC. It also summarizes the potential value of DNA methylation as a biomarker in the diagnosis, prognosis, and prediction of the response to therapy. With the recent immunotherapy era in head and neck treatment, new strategies to improve immune responses by modulating TIMEs have been intensely investigated in early-phase trials. Therefore, this study additionally summarizes the role of DNA methylation in the regulation of TIMEs and potential predictive immunotherapy response biomarkers. Finally, this study reviews ongoing clinical trials using DNA methylation inhibitors in HNSCC.
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Affiliation(s)
- Kyunghee Burkitt
- Head and Neck Medical Oncology, University Hospitals Cleveland Medical Center, Case Western Reserve University School of Medicine, Cleveland, OH 44106, USA
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11
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Hoffmann F, Franzen A, de Vos L, Wuest L, Kulcsár Z, Fietz S, Maas AP, Hollick S, Diop MY, Gabrielpillai J, Vogt T, Kuster P, Zarbl R, Dietrich J, Kristiansen G, Brossart P, Landsberg J, Strieth S, Dietrich D. CTLA4 DNA methylation is associated with CTLA-4 expression and predicts response to immunotherapy in head and neck squamous cell carcinoma. Clin Epigenetics 2023; 15:112. [PMID: 37415208 PMCID: PMC10327338 DOI: 10.1186/s13148-023-01525-6] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/20/2022] [Accepted: 06/25/2023] [Indexed: 07/08/2023] Open
Abstract
BACKGROUND The majority of patients with recurrent or metastasized head and neck squamous cell carcinoma (HNSCC) do not benefit from immune checkpoint blockade (ICB) while several patients experience severe and persistent immune-mediated side effects. Therefore, predictive biomarkers are urgently needed to allow for a personalized treatment. In this study, we investigated DNA methylation of the immune checkpoint gene CTLA4 with regard to its predictive value. METHODS We analyzed CTLA4 promoter methylation in tumors of HNSCC patients (N = 29) treated with ICB at the University Medical Center Bonn with regard to response to ICB and progression-free survival. We further analyzed a second cohort (N = 138) of patients that did not receive ICB with regard to CTLA4 promoter methylation, CTLA-4 protein expression, and immune cell infiltrates. Finally, we tested inducibility of CTLA-4 protein expression in HNSCC cells using the DNA methyltransferase inhibitor decitabine. RESULTS Lower CTLA4 promoter methylation correlated with response to ICB and prolonged progression-free survival. We could show that not only tumor infiltrating immune cells, but also HNSCC cells harbor cytoplasmic and nuclear CTLA-4 expression. CTLA4 promoter methylation inversely correlated with infiltrates of CD3+, CD4+, CD8+, and CD45+ immune cells. CTLA4 methylation did not correlate with protein expression in tumors, however, decitabine treatment led to decreased CTLA4 methylation and an induction of CTLA4 mRNA and CTLA-4 protein expression in HNSCC cell lines. CONCLUSIONS Our results indicate that CTLA4 DNA hypomethylation is a predictive biomarker for response to ICB in HNSCC. Our study warrants further analyses of the predictive value of CTLA4 DNA methylation in clinical trials of anti-PD-1 and/or anti-CTLA-4 immunotherapy in HNSCC.
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Grants
- 70113307 Deutsche Krebshilfe
- 2022-1A-08, 2020-1A-13, 2020-2A-06, 2022-4-18, 2023-4-06 University Medical Center Bonn BONFOR program
- 2022-1A-08, 2020-1A-13, 2020-2A-06, 2022-4-18, 2023-4-06 University Medical Center Bonn BONFOR program
- 2022-1A-08, 2020-1A-13, 2020-2A-06, 2022-4-18, 2023-4-06 University Medical Center Bonn BONFOR program
- 2022-1A-08, 2020-1A-13, 2020-2A-06, 2022-4-18, 2023-4-06 University Medical Center Bonn BONFOR program
- 2022-1A-08, 2020-1A-13, 2020-2A-06, 2022-4-18, 2023-4-06 University Medical Center Bonn BONFOR program
- Universitätsklinikum Bonn (8930)
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Affiliation(s)
- Friederike Hoffmann
- Department of Dermatology and Allergy, University Medical Center Bonn, Bonn, Germany
| | - Alina Franzen
- Department of Otorhinolaryngology, University Medical Center Bonn, Venusberg-Campus 1, 53127, Bonn, Germany
| | - Luka de Vos
- Department of Dermatology and Allergy, University Medical Center Bonn, Bonn, Germany
- Department of Otorhinolaryngology, University Medical Center Bonn, Venusberg-Campus 1, 53127, Bonn, Germany
| | - Lennert Wuest
- Department of Otorhinolaryngology, University Medical Center Bonn, Venusberg-Campus 1, 53127, Bonn, Germany
| | - Zsófi Kulcsár
- Department of Otorhinolaryngology, University Medical Center Bonn, Venusberg-Campus 1, 53127, Bonn, Germany
| | - Simon Fietz
- Department of Dermatology and Allergy, University Medical Center Bonn, Bonn, Germany
- Department of Otorhinolaryngology, University Medical Center Bonn, Venusberg-Campus 1, 53127, Bonn, Germany
| | - Alexander Philippe Maas
- Department of Otorhinolaryngology, University Medical Center Bonn, Venusberg-Campus 1, 53127, Bonn, Germany
| | - Sarah Hollick
- Department of Otorhinolaryngology, University Medical Center Bonn, Venusberg-Campus 1, 53127, Bonn, Germany
| | - Marie Yatou Diop
- Department of Otorhinolaryngology, University Medical Center Bonn, Venusberg-Campus 1, 53127, Bonn, Germany
| | - Jennis Gabrielpillai
- Department of Otorhinolaryngology, University Medical Center Bonn, Venusberg-Campus 1, 53127, Bonn, Germany
| | - Timo Vogt
- Department of Otorhinolaryngology, University Medical Center Bonn, Venusberg-Campus 1, 53127, Bonn, Germany
| | - Pia Kuster
- Department of Dermatology and Allergy, University Medical Center Bonn, Bonn, Germany
| | - Romina Zarbl
- Department of Otorhinolaryngology, University Medical Center Bonn, Venusberg-Campus 1, 53127, Bonn, Germany
| | - Joern Dietrich
- Department of Otorhinolaryngology, University Medical Center Bonn, Venusberg-Campus 1, 53127, Bonn, Germany
| | - Glen Kristiansen
- Institute of Pathology, University Medical Center Bonn, Bonn, Germany
| | - Peter Brossart
- Department of Oncology, Hematology and Rheumatology, University Medical Center Bonn, Bonn, Germany
| | - Jennifer Landsberg
- Department of Dermatology and Allergy, University Medical Center Bonn, Bonn, Germany
| | - Sebastian Strieth
- Department of Otorhinolaryngology, University Medical Center Bonn, Venusberg-Campus 1, 53127, Bonn, Germany
| | - Dimo Dietrich
- Department of Otorhinolaryngology, University Medical Center Bonn, Venusberg-Campus 1, 53127, Bonn, Germany.
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12
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Guo R, Li J, Hu J, Fu Q, Yan Y, Xu S, Wang X, Jiao F. Combination of epidrugs with immune checkpoint inhibitors in cancer immunotherapy: From theory to therapy. Int Immunopharmacol 2023; 120:110417. [PMID: 37276826 DOI: 10.1016/j.intimp.2023.110417] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/19/2023] [Revised: 05/28/2023] [Accepted: 05/30/2023] [Indexed: 06/07/2023]
Abstract
Immunotherapy based on immune checkpoint inhibitors (ICIs) has revolutionized treatment strategies in multiple types of cancer. However, the resistance and relapse as associated with the extreme complexity of cancer-immunity interactions remain a major challenge to be resolved. Owing to the epigenome plasticity of cancer and immune cells, a growing body of evidence has been presented indicating that epigenetic treatments have the potential to overcome current limitations of immunotherapy, thus providing a rationalefor the combination of ICIs with epigenetic agents (epidrugs). In this review, we first make an overview about the epigenetic regulations in tumor biology and immunodevelopment. Subsequently, a diverse array of inhibitory agents under investigations targeted epigenetic modulators (Azacitidine, Decitabine, Vorinostat, Romidepsin, Belinostat, Panobinostat, Tazemetostat, Enasidenib and Ivosidenib, etc.) and immune checkpoints (Atezolizmab, Avelumab, Cemiplimab, Durvalumb, Ipilimumab, Nivolumab and Pembrolizmab, etc.) to increase anticancer responses were described and the potential mechanisms were further discussed. Finally, we summarize the findings of clinical trials and provide a perspective for future clinical studies directed at investigating the combination of epidrugs with ICIs as a treatment for cancer.
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Affiliation(s)
- Ruoyu Guo
- Department of Biochemistry and Molecular Biology, Binzhou Medical University, Yantai 264003, PR China
| | - Jixia Li
- Department of Clinical Laboratory Medicine, Yantaishan Hospital, Yantai 264003, PR China
| | - Jinxia Hu
- Department of Biochemistry and Molecular Biology, Binzhou Medical University, Yantai 264003, PR China
| | - Qiang Fu
- School of Pharmacology, Institute of Aging Medicine, Binzhou Medical University, Yantai 264003, PR China
| | - Yunfei Yan
- Department of Biochemistry and Molecular Biology, Binzhou Medical University, Yantai 264003, PR China
| | - Sen Xu
- Department of Biochemistry and Molecular Biology, Binzhou Medical University, Yantai 264003, PR China
| | - Xin Wang
- Department of Clinical Laboratory & Health Service Training, 970 Hospital of the PLA Joint Logistic Support Force, Yantai 264002, PR China.
| | - Fei Jiao
- Department of Biochemistry and Molecular Biology, Binzhou Medical University, Yantai 264003, PR China.
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13
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Ralser DJ, Herr E, de Vos L, Kulcsár Z, Zarbl R, Klümper N, Gielen GH, Maas AP, Hoffmann F, Dietrich J, Kuster P, Mustea A, Glodde N, Kristiansen G, Strieth S, Landsberg J, Dietrich D. ICOS DNA methylation regulates melanoma cell-intrinsic ICOS expression, is associated with melanoma differentiation, prognosis, and predicts response to immune checkpoint blockade. Biomark Res 2023; 11:56. [PMID: 37259155 DOI: 10.1186/s40364-023-00508-2] [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: 11/16/2022] [Accepted: 05/29/2023] [Indexed: 06/02/2023] Open
Abstract
BACKGROUND Inducible T cell costimulator ICOS is an emerging target in immuno-oncology. The aim of this study was to investigate the epigenetic regulation of ICOS in melanoma by DNA methylation. METHODS We comprehensively investigate ICOS DNA methylation of specific CpG sites and expression pattern within the melanoma microenvironment with regard to immune correlates, differentiation, clinical outcomes, and immune checkpoint blockade (ICB) response. RESULTS Our study revealed a sequence-contextual CpG methylation pattern consistent with an epigenetically regulated gene. We found a cell type-specific methylation pattern and locus-specific correlations and associations of CpG methylation with ICOS mRNA expression, immune infiltration, melanoma differentiation, prognosis, and response to ICB. High ICOS mRNA expression was identified as a surrogate for enriched immune cell infiltration and was associated with favorable overall survival (OS) in non-ICB-treated patients and predicted response and a prolonged progression-free survival (PFS) following ICB therapy initiation. ICOS hypomethylation, however, significantly correlated with poor OS in non-ICB patients but predicted higher response and prolonged PFS and OS in ICB-treated patients. Moreover, we observed cytoplasmic and sporadically nuclear tumor cell-intrinsic ICOS protein expression. Tumor cell-intrinsic ICOS protein and mRNA expression was inducible by pharmacological demethylation with decitabine. CONCLUSION Our study identified ICOS DNA methylation and mRNA expression as promising prognostic and predictive biomarkers for immunotherapy in melanoma and points towards a hitherto undescribed role of ICOS in tumor cells.
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Affiliation(s)
- Damian J Ralser
- Department of Gynaecology and Gynaecological Oncology, University Medical Center Bonn (UKB), Bonn, Germany
- Institute of Experimental Oncology, University Medical Center Bonn (UKB), Bonn, Germany
| | - Emmanuelle Herr
- Department of Otorhinolaryngology, University Medical Center Bonn (UKB), Venusberg-Campus 1, 53127, Bonn, Germany
- Department of Dermatology and Allergology, University Medical Center Bonn (UKB), Bonn, Germany
| | - Luka de Vos
- Department of Otorhinolaryngology, University Medical Center Bonn (UKB), Venusberg-Campus 1, 53127, Bonn, Germany
- Department of Dermatology and Allergology, University Medical Center Bonn (UKB), Bonn, Germany
| | - Zsófi Kulcsár
- Department of Otorhinolaryngology, University Medical Center Bonn (UKB), Venusberg-Campus 1, 53127, Bonn, Germany
| | - Romina Zarbl
- Department of Otorhinolaryngology, University Medical Center Bonn (UKB), Venusberg-Campus 1, 53127, Bonn, Germany
| | - Niklas Klümper
- Institute of Experimental Oncology, University Medical Center Bonn (UKB), Bonn, Germany
- Department of Urology, University Medical Center Bonn (UKB), Bonn, Germany
| | - Gerrit H Gielen
- Institute of Neuropathology, University Medical Center Bonn (UKB), Bonn, Germany
| | - Alexander Philippe Maas
- Department of Otorhinolaryngology, University Medical Center Bonn (UKB), Venusberg-Campus 1, 53127, Bonn, Germany
| | - Friederike Hoffmann
- Department of Dermatology and Allergology, University Medical Center Bonn (UKB), Bonn, Germany
| | - Jörn Dietrich
- Department of Otorhinolaryngology, University Medical Center Bonn (UKB), Venusberg-Campus 1, 53127, Bonn, Germany
| | - Pia Kuster
- Department of Dermatology and Allergology, University Medical Center Bonn (UKB), Bonn, Germany
| | - Alexander Mustea
- Department of Gynaecology and Gynaecological Oncology, University Medical Center Bonn (UKB), Bonn, Germany
| | - Nicole Glodde
- Institute of Experimental Oncology, University Medical Center Bonn (UKB), Bonn, Germany
| | - Glen Kristiansen
- Institute of Pathology, University Medical Center Bonn (UKB), Bonn, Germany
| | - Sebastian Strieth
- Department of Otorhinolaryngology, University Medical Center Bonn (UKB), Venusberg-Campus 1, 53127, Bonn, Germany
| | - Jennifer Landsberg
- Department of Dermatology and Allergology, University Medical Center Bonn (UKB), Bonn, Germany
| | - Dimo Dietrich
- Department of Otorhinolaryngology, University Medical Center Bonn (UKB), Venusberg-Campus 1, 53127, Bonn, Germany.
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14
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Comprehensive characterization of B7 family members in NSCLC and identification of its regulatory network. Sci Rep 2023; 13:4311. [PMID: 36922519 PMCID: PMC10017798 DOI: 10.1038/s41598-022-26776-w] [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: 12/06/2021] [Accepted: 12/20/2022] [Indexed: 03/17/2023] Open
Abstract
B7 family members act as co-stimulatory or co-inhibitory molecules in the adaptive immune system. Thisstudy aimed to investigate the dysregulation, prognostic value and regulatory network of B7 family members in non-small cell lung cancer (NSCLC). Data for lung adenocarcinoma (LUAD) and lung squamous cell carcinoma (LUSC) patients were extracted from public databases. Patient prognosis was determined by Kaplan-Meier analysis. The downstream signaling pathways of B7 family were identified via GO and KEGG analysis. The key B7 related genes were selected by network, correlation and functional annotation analysis. Most B7 family members were dysregulated in LUAD and LUSC. The expression of B7-1/2/H3 and B7-H5 were significantly associated with overall survival in LUAD and LUSC, respectively. The major pathway affected by B7 family was the EGFR tyrosine kinase inhibitor resistance and ErbB signaling pathway. MAPK1, MAPK3 and MAP2K1 were pivotal B7 related genes in both LUAD and LUSC. This study reveals an overall dysregulation of B7 family members in NSCLC and highlights the potential of combination use of tyrosine kinase inhibitors or MEK/ERK inhibitors with B7 member blockade for NSCLC treatment.
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15
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Zhou X, Fu C, Chen X. The role of ubiquitin pathway-mediated regulation of immune checkpoints in cancer immunotherapy. Cancer 2023; 129:1649-1661. [PMID: 36857206 DOI: 10.1002/cncr.34729] [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: 12/18/2022] [Revised: 02/09/2023] [Accepted: 02/14/2023] [Indexed: 03/02/2023]
Abstract
With the continuous cognition of the relationship between tumor cells and tumor immune microenvironment, immunotherapy based on the immune checkpoint blockade has achieved great breakthroughs, led to improved clinical outcomes, and prolonged survival for cancer patients in recent years. Nevertheless, the de novo or acquired resistance to immunotherapy has greatly counteracted the efficacy, leading to a 20%-40% overall response rate. Thus, further in-depth understanding of the regulation of the tumor microenvironment and antitumor immunity is urgently warranted. Ubiquitination-mediated protein degradation plays vital roles in protein stabilization, activation, and dynamics as well as in cellular homeostasis modulation. The dysregulated ubiquitination and deubiquitination are closely related to the changes in physiological and pathological processes, which subsequently result in a variety of diseases including cancer. In this review, the authors first summarize the current knowledge about the involvement of the ubiquitin-proteasome system in tumor development with the ubiquitin conjugation-regulated stability of p53, phosphatase and tensin homolog, and Myc protein as examples, then dissect the potential implications of ubiquitination-mediated immune checkpoints degradation in tumor microenvironment and immune responses, and finally discuss the effects of therapeutically targeting the ubiquitin-proteasome pathway on immunotherapy, with the goal of providing deep insights into the exploitation of more precise and effective combinational therapy against cancer.
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Affiliation(s)
- Xiaoming Zhou
- Cancer Research Institute, the First Affiliated Hospital, Hengyang Medical School, University of South China, Hengyang, Hunan, China.,Department of Pharmacy, School of Medicine, Hunan Normal University, Changsha, Hunan, China
| | - Chengxiao Fu
- Cancer Research Institute, the First Affiliated Hospital, Hengyang Medical School, University of South China, Hengyang, Hunan, China.,Department of Pharmacy, the First Affiliated Hospital, Hengyang Medical School, University of South China, Hengyang, Hunan, China
| | - Xisha Chen
- Cancer Research Institute, the First Affiliated Hospital, Hengyang Medical School, University of South China, Hengyang, Hunan, China.,Department of Pharmacy, The Second Xiangya Hospital, Central South University, Changsha, Hunan, China
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16
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Liu H, Wang D, Yang Z, Li S, Wu H, Xiang J, Kan S, Hao M, Liu W. Regulation of epigenetic modifications in the head and neck tumour microenvironment. Front Immunol 2022; 13:1050982. [DOI: 10.3389/fimmu.2022.1050982] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/22/2022] [Accepted: 10/14/2022] [Indexed: 12/24/2022] Open
Abstract
Head and neck tumours are common malignancies that are associated with high mortality. The low rate of early diagnosis and the high rates of local recurrence and distant metastasis are the main reasons for treatment failure. Recent studies have established that the tumour microenvironment (TME) can affect the proliferation and metastasis of head and neck tumours via several mechanisms, including altered expressions of certain genes and cytokines. Increasing evidence has shown that epigenetic modifications, such as DNA methylation, histone modification, RNA modification, and non-coding RNAs, can regulate the head and neck TME and thereby influence tumour development. Epigenetic modifications can regulate the expression of different genes and subsequently alter the TME to affect the progression of head and neck tumours. In addition, the cell components in the TME are regulated by epigenetic modifications, which, in turn, affect the behaviour of head and neck tumour cells. In this review, we have discussed the functions of epigenetic modifications in the head and neck TME. We have further examined the roles of such modifications in the malignancy and metastasis of head and neck tumours.
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17
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Gao Z, Ling X, Shi C, Wang Y, Lin A. Tumor immune checkpoints and their associated inhibitors. J Zhejiang Univ Sci B 2022; 23:823-843. [PMID: 36226537 PMCID: PMC9561405 DOI: 10.1631/jzus.b2200195] [Citation(s) in RCA: 14] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/04/2022] [Accepted: 07/13/2022] [Indexed: 11/05/2022]
Abstract
Immunological evasion is one of the defining characteristics of cancers, as the immune modification of an immune checkpoint (IC) confers immune evasion capabilities to tumor cells. Multiple ICs, such as programmed cell death protein-1 (PD-1) and cytotoxic T-lymphocyte-associated antigen-4 (CTLA-4), can bind to their respective receptors and reduce tumor immunity in a variety of ways, including blocking immune cell activation signals. IC blockade (ICB) therapies targeting these checkpoint molecules have demonstrated significant clinical benefits. This is because antibody-based IC inhibitors and a variety of specific small molecule inhibitors can inhibit key oncogenic signaling pathways and induce durable tumor remission in patients with a variety of cancers. Deciphering the roles and regulatory mechanisms of these IC molecules will provide crucial theoretical guidance for clinical treatment. In this review, we summarize the current knowledge on the functional and regulatory mechanisms of these IC molecules at multiple levels, including epigenetic regulation, transcriptional regulation, and post-translational modifications. In addition, we provide a summary of the medications targeting various nodes in the regulatory pathway, and highlight the potential of newly identified IC molecules, focusing on their potential implications for cancer diagnostics and immunotherapy.
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Affiliation(s)
- Zerui Gao
- MOE Laboratory of Biosystem Homeostasis and Protection, College of Life Sciences, Zhejiang University, Hangzhou 310058, China
- Cancer Center, Zhejiang University, Hangzhou 310058, China
- Key Laboratory for Cell and Gene Engineering of Zhejiang Province, Hangzhou 310058, China
- Chu Kochen Honors College of Zhejiang University, Hangzhou 310058, China
| | - Xingyi Ling
- MOE Laboratory of Biosystem Homeostasis and Protection, College of Life Sciences, Zhejiang University, Hangzhou 310058, China
- Cancer Center, Zhejiang University, Hangzhou 310058, China
- Key Laboratory for Cell and Gene Engineering of Zhejiang Province, Hangzhou 310058, China
| | - Chengyu Shi
- MOE Laboratory of Biosystem Homeostasis and Protection, College of Life Sciences, Zhejiang University, Hangzhou 310058, China
- Cancer Center, Zhejiang University, Hangzhou 310058, China
- Key Laboratory for Cell and Gene Engineering of Zhejiang Province, Hangzhou 310058, China
| | - Ying Wang
- MOE Laboratory of Biosystem Homeostasis and Protection, College of Life Sciences, Zhejiang University, Hangzhou 310058, China
- Cancer Center, Zhejiang University, Hangzhou 310058, China
- Key Laboratory for Cell and Gene Engineering of Zhejiang Province, Hangzhou 310058, China
| | - Aifu Lin
- MOE Laboratory of Biosystem Homeostasis and Protection, College of Life Sciences, Zhejiang University, Hangzhou 310058, China.
- Cancer Center, Zhejiang University, Hangzhou 310058, China.
- Key Laboratory for Cell and Gene Engineering of Zhejiang Province, Hangzhou 310058, China.
- Breast Center of the First Affiliated Hospital, School of Medicine, Zhejiang University, Hangzhou 310003, China.
- International School of Medicine, International Institutes of Medicine, the Fourth Affiliated Hospital of Zhejiang University School of Medicine, Yiwu 322000, China.
- ZJU-QILU Joint Research Institute, Hangzhou 310058, China.
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18
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de Vos L, Carrillo Cano TM, Zarbl R, Klümper N, Ralser DJ, Franzen A, Herr E, Gabrielpillai J, Vogt TJ, Dietrich J, Strieth S, Landsberg J, Dietrich D. CTLA4 , PD-1 , PD-L1 , PD-L2 , TIM-3 , TIGIT , and LAG3 DNA Methylation Is Associated With BAP1 -Aberrancy, Transcriptional Activity, and Overall Survival in Uveal Melanoma. J Immunother 2022; 45:324-334. [PMID: 35862127 DOI: 10.1097/cji.0000000000000429] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/04/2022] [Accepted: 06/09/2022] [Indexed: 11/25/2022]
Abstract
Uveal melanoma (UM) is an aggressive disease with poor response to oncological treatment, including immunotherapy. Loss of the epigenetic modifier BRCA1-associated protein 1 (BAP1) function drives UM oncogenesis and is associated with an immune-suppressive tumor microenvironment, poor prognosis, and a distinct DNA methylation and gene expression profile. Our study aimed to analyze comprehensively the DNA methylation status of the immune checkpoint genes PD-1 , PD-L1 , PD-L2 , CTLA4, TIM-3 ( HAVCR2 ), TIGIT , and LAG3 and its association with mRNA expression, BAP1 -aberrancy, and patients' survival. We analyzed the DNA methylation landscape of immune checkpoint genes at single CpG resolution in N=80 UM samples provided by The Cancer Genome Atlas. We analyzed CpG methylation levels of the immune checkpoints with regard to their transcriptional signatures and patient outcomes.Methylation of specific CpG sites within the immune checkpoint genes PD-1 , PD-L1 , PD-L2 , CTLA4 , TIM-3 , TIGIT , and LAG3 correlated strongly with mRNA expression levels, indicating a strong regulation of gene expression through DNA methylation. Moreover, immune checkpoint gene methylation was strongly associated with BAP1 -mutation status and associated with overall survival in UM. Our data indicate an epigenetic regulation of immune checkpoints through DNA methylation in UM. Further, our data highlight the prognostic significance of DNA methylation of immune checkpoint genes in UM thereby providing a rationale for methylation testing as predictive biomarkers for immunotherapy response.
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Affiliation(s)
| | | | | | | | | | | | - Emmanuelle Herr
- Dermatology and Allergy, University Medical Center Bonn (UKB), Bonn, Germany
| | | | | | | | | | - Jennifer Landsberg
- Dermatology and Allergy, University Medical Center Bonn (UKB), Bonn, Germany
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Dobosz P, Stempor PA, Ramírez Moreno M, Bulgakova NA. Transcriptional and post-transcriptional regulation of checkpoint genes on the tumour side of the immunological synapse. Heredity (Edinb) 2022; 129:64-74. [PMID: 35459932 PMCID: PMC9273643 DOI: 10.1038/s41437-022-00533-1] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/20/2021] [Revised: 03/29/2022] [Accepted: 03/30/2022] [Indexed: 02/06/2023] Open
Abstract
Cancer is a disease of the genome, therefore, its development has a clear Mendelian component, demonstrated by well-studied genes such as BRCA1 and BRCA2 in breast cancer risk. However, it is known that a single genetic variant is not enough for cancer to develop leading to the theory of multistage carcinogenesis. In many cases, it is a sequence of events, acquired somatic mutations, or simply polygenic components with strong epigenetic effects, such as in the case of brain tumours. The expression of many genes is the product of the complex interplay between several factors, including the organism's genotype (in most cases Mendelian-inherited), genetic instability, epigenetic factors (non-Mendelian-inherited) as well as the immune response of the host, to name just a few. In recent years the importance of the immune system has been elevated, especially in the light of the immune checkpoint genes discovery and the subsequent development of their inhibitors. As the expression of these genes normally suppresses self-immunoreactivity, their expression by tumour cells prevents the elimination of the tumour by the immune system. These discoveries led to the rapid growth of the field of immuno-oncology that offers new possibilities of long-lasting and effective treatment options. Here we discuss the recent advances in the understanding of the key mechanisms controlling the expression of immune checkpoint genes in tumour cells.
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Affiliation(s)
- Paula Dobosz
- Central Clinical Hospital of the Ministry of Interior Affairs and Administration in Warsaw, Warsaw, Poland
| | | | - Miguel Ramírez Moreno
- School of Biosciences and Bateson Centre, The University of Sheffield, Sheffield, UK
| | - Natalia A Bulgakova
- School of Biosciences and Bateson Centre, The University of Sheffield, Sheffield, UK.
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20
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Smiline Girija AS. Protean role of epigenetic mechanisms and their impact in regulating the Tregs in TME. Cancer Gene Ther 2022; 29:661-664. [PMID: 34321625 DOI: 10.1038/s41417-021-00371-z] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/29/2021] [Revised: 06/28/2021] [Accepted: 07/19/2021] [Indexed: 02/06/2023]
Abstract
Constitutive expression of Foxp3+ Tregs in the tumor microenvironment (TME) specifically renders immune suppression in the tumor tissues. Being highly stable and self-tolerant, Tregs may be influenced by various epigenetic-associated mechanisms while exhibiting their functions. DNA methylation, histone acetylation, epigenetic silencing, alteration in chromatin networks, etc., are some of the main factors underlying the epigenetic-based Treg cell functional modulations in the TME. The possible reasons on why these epigenetic modulations should be specifically targeted are thus discussed, so that enhanced anti-tumor immunity in TME can be achieved.
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Affiliation(s)
- A S Smiline Girija
- Department of Microbiology, Saveetha Dental College and Hospitals, Saveetha Institute of Medical and Technical Sciences (SIMATS), Chennai, 600 077, India.
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21
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Wang X, Zhang J, Hu B, Qian F. High Expression of CSF-1R Predicts Poor Prognosis and CSF-1R high Tumor-Associated Macrophages Inhibit Anti-Tumor Immunity in Colon Adenocarcinoma. Front Oncol 2022; 12:850767. [PMID: 35444953 PMCID: PMC9014714 DOI: 10.3389/fonc.2022.850767] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/08/2022] [Accepted: 03/10/2022] [Indexed: 11/20/2022] Open
Abstract
Background Colony stimulating factor 1 receptor (CSF-1R) is a single channel III transmembrane receptor tyrosine kinase (RTK) and plays an important role in immune regulation and the development of various cancer types. The expression of CSF-1R in colon adenocarcinoma (COAD) and its prognostic value remain incompletely understood. Therefore, we aim to explore the prognostic value of CSF-1R in COAD and its relationship with tumor immunity. Methods CSF-1R expression in a COAD cohort containing 103 patients was examined using immunohistochemistry (IHC). The relationship between CSF-1R expression and clinicopathological parameters and prognosis was evaluated. Dual immunofluorescence staining was conducted to determine the localization of CSF-1R in COAD tissues. Univariate and multivariate Cox regression analysis were performed to evaluate independent prognostic factors. Transcriptomic profiles of CSF-1Rhigh and CSF-1Rlow tumor-associated macrophages (TAMs) were investigated. Gene enrichment analysis was used to explore the signal pathways related to CSF-1R. In addition, the relationship between CSF-1R in tumor microenvironment (TME) and tumor immunity was also studied. Results IHC analysis showed that CSF-1R was overexpressed in COAD, and higher expression was associated with shorter overall survival (OS). Immunofluorescence staining showed that CSF-1R was co-localized with macrophage marker CD68. Univariate and multivariate Cox regression analysis showed that CSF-1R was an independent prognostic factor for COAD. The results of gene enrichment analysis showed that CSF-1R was involved in tumor immune response and regulation of TME. In addition, CSF-1R was significantly correlated with TME, immune cell infiltration, TMB, MSI, Neoantigen, and immune checkpoint molecules. Conclusion CSF-1R can serve as an independent prognostic factor of COAD and promising immunotherapeutic target of COAD.
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Affiliation(s)
- Xingchao Wang
- Department of General Surgery, Affiliated Hospital of Nantong University, Nantong, China
| | - Jianfeng Zhang
- Department of Gastroenterology, Affiliated Hospital of Nantong University, Nantong, China
| | - Baoying Hu
- Department of Immunology, Medical College, Nantong University, Nantong, China
| | - Fei Qian
- Department of General Surgery, Affiliated Hospital of Nantong University, Nantong, China
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22
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Arumugam T, Ramphal U, Adimulam T, Chinniah R, Ramsuran V. Deciphering DNA Methylation in HIV Infection. Front Immunol 2021; 12:795121. [PMID: 34925380 PMCID: PMC8674454 DOI: 10.3389/fimmu.2021.795121] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/14/2021] [Accepted: 11/17/2021] [Indexed: 12/13/2022] Open
Abstract
With approximately 38 million people living with HIV/AIDS globally, and a further 1.5 million new global infections per year, it is imperative that we advance our understanding of all factors contributing to HIV infection. While most studies have focused on the influence of host genetic factors on HIV pathogenesis, epigenetic factors are gaining attention. Epigenetics involves alterations in gene expression without altering the DNA sequence. DNA methylation is a critical epigenetic mechanism that influences both viral and host factors. This review has five focal points, which examines (i) fluctuations in the expression of methylation modifying factors upon HIV infection (ii) the effect of DNA methylation on HIV viral genes and (iii) host genome (iv) inferences from other infectious and non-communicable diseases, we provide a list of HIV-associated host genes that are regulated by methylation in other disease models (v) the potential of DNA methylation as an epi-therapeutic strategy and biomarker. DNA methylation has also been shown to serve as a robust therapeutic strategy and precision medicine biomarker against diseases such as cancer and autoimmune conditions. Despite new drugs being discovered for HIV, drug resistance is a problem in high disease burden settings such as Sub-Saharan Africa. Furthermore, genetic therapies that are under investigation are irreversible and may have off target effects. Alternative therapies that are nongenetic are essential. In this review, we discuss the potential role of DNA methylation as a novel therapeutic intervention against HIV.
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Affiliation(s)
- Thilona Arumugam
- School of Laboratory Medicine and Medical Sciences, College of Health Sciences, University of KwaZulu-Natal, Durban, South Africa
| | - Upasana Ramphal
- School of Laboratory Medicine and Medical Sciences, College of Health Sciences, University of KwaZulu-Natal, Durban, South Africa
- Centre for the AIDS Programme of Research in South Africa (CAPRISA), University of KwaZulu-Natal, Durban, South Africa
- KwaZulu-Natal Research Innovation and Sequencing Platform (KRISP), School of Laboratory Medicine & Medical Sciences, University of KwaZulu-Natal, Durban, South Africa
| | - Theolan Adimulam
- School of Laboratory Medicine and Medical Sciences, College of Health Sciences, University of KwaZulu-Natal, Durban, South Africa
| | - Romona Chinniah
- School of Laboratory Medicine and Medical Sciences, College of Health Sciences, University of KwaZulu-Natal, Durban, South Africa
| | - Veron Ramsuran
- School of Laboratory Medicine and Medical Sciences, College of Health Sciences, University of KwaZulu-Natal, Durban, South Africa
- Centre for the AIDS Programme of Research in South Africa (CAPRISA), University of KwaZulu-Natal, Durban, South Africa
- KwaZulu-Natal Research Innovation and Sequencing Platform (KRISP), School of Laboratory Medicine & Medical Sciences, University of KwaZulu-Natal, Durban, South Africa
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23
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Kumar S, Sarthi P, Mani I, Ashraf MU, Kang MH, Kumar V, Bae YS. Epitranscriptomic Approach: To Improve the Efficacy of ICB Therapy by Co-Targeting Intracellular Checkpoint CISH. Cells 2021; 10:2250. [PMID: 34571899 PMCID: PMC8466810 DOI: 10.3390/cells10092250] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/03/2021] [Revised: 08/27/2021] [Accepted: 08/27/2021] [Indexed: 02/07/2023] Open
Abstract
Cellular immunotherapy has recently emerged as a fourth pillar in cancer treatment co-joining surgery, chemotherapy and radiotherapy. Where, the discovery of immune checkpoint blockage or inhibition (ICB/ICI), anti-PD-1/PD-L1 and anti-CTLA4-based, therapy has revolutionized the class of cancer treatment at a different level. However, some cancer patients escape this immune surveillance mechanism and become resistant to ICB-therapy. Therefore, a more advanced or an alternative treatment is required urgently. Despite the functional importance of epitranscriptomics in diverse clinico-biological practices, its role in improving the efficacy of ICB therapeutics has been limited. Consequently, our study encapsulates the evidence, as a possible strategy, to improve the efficacy of ICB-therapy by co-targeting molecular checkpoints especially N6A-modification machineries which can be reformed into RNA modifying drugs (RMD). Here, we have explained the mechanism of individual RNA-modifiers (editor/writer, eraser/remover, and effector/reader) in overcoming the issues associated with high-dose antibody toxicities and drug-resistance. Moreover, we have shed light on the importance of suppressor of cytokine signaling (SOCS/CISH) and microRNAs in improving the efficacy of ICB-therapy, with brief insight on the current monoclonal antibodies undergoing clinical trials or already approved against several solid tumor and metastatic cancers. We anticipate our investigation will encourage researchers and clinicians to further strengthen the efficacy of ICB-therapeutics by considering the importance of epitranscriptomics as a personalized medicine.
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Affiliation(s)
- Sunil Kumar
- Department of Biological Sciences, Sungkyunkwan University, Jangan-gu, Suwon 16419, Gyeonggi-do, Korea; (M.U.A.); (M.-H.K.)
- Science Research Center (SRC) for Immune Research on Non-lymphoid Organ (CIRNO), Sungkyunkwan University, Jangan-gu, Suwon 16419, Gyeonggi-do, Korea
| | - Parth Sarthi
- University Department of Botany, M.Sc. Biotechnology, Ranchi University, Ranchi 834008, India;
| | - Indra Mani
- Department of Microbiology, Gargi College, University of Delhi, New Delhi 110049, India;
| | - Muhammad Umer Ashraf
- Department of Biological Sciences, Sungkyunkwan University, Jangan-gu, Suwon 16419, Gyeonggi-do, Korea; (M.U.A.); (M.-H.K.)
- Science Research Center (SRC) for Immune Research on Non-lymphoid Organ (CIRNO), Sungkyunkwan University, Jangan-gu, Suwon 16419, Gyeonggi-do, Korea
| | - Myeong-Ho Kang
- Department of Biological Sciences, Sungkyunkwan University, Jangan-gu, Suwon 16419, Gyeonggi-do, Korea; (M.U.A.); (M.-H.K.)
- Science Research Center (SRC) for Immune Research on Non-lymphoid Organ (CIRNO), Sungkyunkwan University, Jangan-gu, Suwon 16419, Gyeonggi-do, Korea
| | - Vishal Kumar
- Department of Pharmaceutical Science, Dayananda Sagar University, Bengaluru 560078, India;
| | - Yong-Soo Bae
- Department of Biological Sciences, Sungkyunkwan University, Jangan-gu, Suwon 16419, Gyeonggi-do, Korea; (M.U.A.); (M.-H.K.)
- Science Research Center (SRC) for Immune Research on Non-lymphoid Organ (CIRNO), Sungkyunkwan University, Jangan-gu, Suwon 16419, Gyeonggi-do, Korea
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Zhang H, Dai Z, Wu W, Wang Z, Zhang N, Zhang L, Zeng WJ, Liu Z, Cheng Q. Regulatory mechanisms of immune checkpoints PD-L1 and CTLA-4 in cancer. J Exp Clin Cancer Res 2021; 40:184. [PMID: 34088360 PMCID: PMC8178863 DOI: 10.1186/s13046-021-01987-7] [Citation(s) in RCA: 291] [Impact Index Per Article: 72.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/11/2021] [Accepted: 05/17/2021] [Indexed: 02/01/2023] Open
Abstract
The cytotoxic T-lymphocyte-associated antigen 4 (CTLA-4)/B7 and programmed death 1 (PD-1)/ programmed cell death-ligand 1 (PD-L1) are two most representative immune checkpoint pathways, which negatively regulate T cell immune function during different phases of T-cell activation. Inhibitors targeting CTLA-4/B7 and PD1/PD-L1 pathways have revolutionized immunotherapies for numerous cancer types. Although the combined anti-CTLA-4/B7 and anti-PD1/PD-L1 therapy has demonstrated promising clinical efficacy, only a small percentage of patients receiving anti-CTLA-4/B7 or anti-PD1/PD-L1 therapy experienced prolonged survival. Regulation of the expression of PD-L1 and CTLA-4 significantly impacts the treatment effect. Understanding the in-depth mechanisms and interplays of PD-L1 and CTLA-4 could help identify patients with better immunotherapy responses and promote their clinical care. In this review, regulation of PD-L1 and CTLA-4 is discussed at the levels of DNA, RNA, and proteins, as well as indirect regulation of biomarkers, localization within the cell, and drugs. Specifically, some potential drugs have been developed to regulate PD-L1 and CTLA-4 expressions with high efficiency.
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Affiliation(s)
- Hao Zhang
- Department of Neurosurgery, Xiangya Hospital, Central South University, Changsha, China
| | - Ziyu Dai
- Department of Neurosurgery, Xiangya Hospital, Central South University, Changsha, China
| | - Wantao Wu
- Department of Oncology, Xiangya Hospital, Central South University, Changsha, China
| | - Zeyu Wang
- Department of Neurosurgery, Xiangya Hospital, Central South University, Changsha, China
| | - Nan Zhang
- One-third Lab, College of Bioinformatics Science and Technology, Harbin Medical University, Harbin, China
| | - Liyang Zhang
- Department of Neurosurgery, Xiangya Hospital, Central South University, Changsha, China
| | - Wen-Jing Zeng
- Department of Pharmacy, Xiangya Hospital, Central South University, Changsha, China
| | - Zhixiong Liu
- Department of Neurosurgery, Xiangya Hospital, Central South University, Changsha, China.
- National Clinical Research Center for Geriatric Disorders, Xiangya Hospital, Central South University, Changsha, China.
| | - Quan Cheng
- Department of Neurosurgery, Xiangya Hospital, Central South University, Changsha, China.
- National Clinical Research Center for Geriatric Disorders, Xiangya Hospital, Central South University, Changsha, China.
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Abstract
Immunotherapy has changed the landscape of cancer treatment and has significantly improved the outcome of several cancer types including breast, lung, colorectal and prostate. Neoantigen recognition and immune checkpoint inhibitors are nowadays the milestones of different immunotherapeutic regimes; however, high cost, primary and acquired resistance and the high variability of responses make their extensive use difficult. The development of better predictive biomarkers that represent tumour diversity shows promise because there is a significant body of clinical data showing a spectrum of immunotherapeutic responses that might be related back to their specific characteristics. This article makes a conceptual and historical review to summarise the main advances in our understanding of the role of the immune system in cancer, while describing the methodological details that have been successfully implemented on cancer treatments and that may hold the key to improved therapeutic approaches.
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Reclassification of Kidney Clear Cell Carcinoma Based on Immune Cell Gene-Related DNA CpG Pairs. Biomedicines 2021; 9:biomedicines9020215. [PMID: 33672457 PMCID: PMC7923436 DOI: 10.3390/biomedicines9020215] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/26/2021] [Revised: 02/11/2021] [Accepted: 02/15/2021] [Indexed: 12/18/2022] Open
Abstract
Background: A new method was developed based on the relative ranking of gene expression level, overcoming the flaw of the batch effect, and having reliable results in various studies. In the current study, we defined the two methylation sites as a pair. The methylation level in a specific sample was subject to pairwise comparison to calculate a score for each CpGs-pair. The score was defined as a CpGs-pair score. If the first immune-related CpG value was higher than the second one in a specific CpGs-pair, the output score of this immune-related CpGs-pair was 1; otherwise, the output score was 0. This study aimed to construct a new classification of Kidney Clear Cell Carcinoma (KIRC) based on DNA CpGs (methylation sites) pairs. Methods: In this study, the biomarkers of 28 kinds of immune infiltration cells and corresponding methylation sites were acquired. The methylation data were compared between KIRC and normal tissue samples, and differentially methylated sites (DMSs) were obtained. Then, DNA CpGs-pairs were obtained according to the pairs of DMSs. In total, 441 DNA CpGs-pairs were utilized to construct a classification using unsupervised clustering analysis. We also analyzed the potential mechanism and therapy of different subtypes, and validated them in a testing set. Results: The classification of KIRC contained three subgroups. The clinicopathological features were different across three subgroups. The distribution of immune cells, immune checkpoints and immune-related mechanisms were significantly different across the three clusters. The mutation and copy number variation (CNV) were also different. The clinicopathological features and potential mechanism in the testing dataset were consistent with those in the training set. Conclusions: Our findings provide a new accurate and stable classification for developing personalized treatments for the new specific subtypes.
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Therapeutic Approaches for Metastases from Colorectal Cancer and Pancreatic Ductal Carcinoma. Pharmaceutics 2021; 13:pharmaceutics13010103. [PMID: 33466892 PMCID: PMC7830403 DOI: 10.3390/pharmaceutics13010103] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/05/2020] [Revised: 01/05/2021] [Accepted: 01/05/2021] [Indexed: 12/12/2022] Open
Abstract
Metastasis is the process of dissemination of a tumor, whereby cells from the primary site dislodge and find their way to other tissues where secondary tumors establish. Metastasis is the primary cause of death related to cancer. This process warrants changes in original tumoral cells and their microenvironment to establish a metastatic niche. Traditionally, cancer therapy has focused on metastasis prevention by systematic treatments or direct surgical re-sectioning. However, metastasis can still occur. More recently, new therapies direct their attention to targeting cancer stem cells. As they propose, these cells could be the orchestrators of the metastatic niche. In this review, we describe conventional and novel developments in cancer therapeutics for liver and lung metastasis. We further discuss the resistance mechanisms of targeted therapy, the advantages, and disadvantages of diverse treatment approaches, and future novel strategies to enhance cancer prognosis.
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28
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Fietz S, Zarbl R, Niebel D, Posch C, Brossart P, Gielen GH, Strieth S, Pietsch T, Kristiansen G, Bootz F, Landsberg J, Dietrich D. CTLA4 promoter methylation predicts response and progression-free survival in stage IV melanoma treated with anti-CTLA-4 immunotherapy (ipilimumab). Cancer Immunol Immunother 2021; 70:1781-1788. [PMID: 33196890 PMCID: PMC8139923 DOI: 10.1007/s00262-020-02777-4] [Citation(s) in RCA: 23] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/23/2020] [Accepted: 10/20/2020] [Indexed: 12/20/2022]
Abstract
Anti-CTLA-4-antibodies can induce long-lasting tumor remissions. However, only a few patients respond, necessitating the development of predictive companion biomarkers. Increasing evidence suggests a major role of epigenetics, including DNA methylation, in immunology and resistance to immune checkpoint blockade. Here, we tested CTLA4 promoter methylation and CTLA-4 protein expression as predictive biomarkers for response to anti-CTLA-4 immunotherapy. We identified retrospectively N = 30 stage IV melanoma patients treated with single-agent anti-CTLA-4 immunotherapy (ipilimumab). We used quantitative methylation-specific PCR and immunohistochemistry to quantify CTLA4 methylation and protein expression in pre-treatment samples. CTLA4 methylation was significantly higher in progressive as compared to responding tumors and significantly associated with progression-free survival. A subset of infiltrating lymphocytes and tumor cells highly expressed CTLA-4. However, CTLA-4 protein expression did not predict response to treatment. We conclude that CTLA4 methylation is a predictive biomarker for response to anti-CTLA-4 immunotherapy.
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Affiliation(s)
- Simon Fietz
- Department of Dermatology and Allergy, University Hospital Bonn, Venusberg-Campus, Bonn, 53127, Germany
- Department of Otolaryngology, Head and Neck Surgery, University Hospital Bonn, Venusberg-Campus, 53127, Bonn, Germany
| | - Romina Zarbl
- Department of Otolaryngology, Head and Neck Surgery, University Hospital Bonn, Venusberg-Campus, 53127, Bonn, Germany
| | - Dennis Niebel
- Department of Dermatology and Allergy, University Hospital Bonn, Venusberg-Campus, Bonn, 53127, Germany
| | - Christian Posch
- Department of Dermatology and Allergy, Technical University of Munich, Munich, Germany
- Faculty of Medicine, Sigmund Freud University, Vienna, Austria
| | - Peter Brossart
- Department of Oncology, Hematology and Rheumatology, University Hospital Bonn, Bonn, Germany
| | - Gerrit H Gielen
- Institute of Neuropathology, University Hospital Bonn, Bonn, Germany
| | - Sebastian Strieth
- Department of Otolaryngology, Head and Neck Surgery, University Hospital Bonn, Venusberg-Campus, 53127, Bonn, Germany
| | - Torsten Pietsch
- Institute of Neuropathology, University Hospital Bonn, Bonn, Germany
| | | | - Friedrich Bootz
- Department of Otolaryngology, Head and Neck Surgery, University Hospital Bonn, Venusberg-Campus, 53127, Bonn, Germany
| | - Jennifer Landsberg
- Department of Dermatology and Allergy, University Hospital Bonn, Venusberg-Campus, Bonn, 53127, Germany
| | - Dimo Dietrich
- Department of Otolaryngology, Head and Neck Surgery, University Hospital Bonn, Venusberg-Campus, 53127, Bonn, Germany.
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Bockhorst C, Dietrich J, Vogt TJ, Stauber RH, Strieth S, Bootz F, Dietrich D, Vos LD. The DNA methylation landscape of PD-1 ( PDCD1) and adjacent lncRNA AC131097.3 in head and neck squamous cell carcinoma. Epigenomics 2020; 13:113-127. [PMID: 33351665 DOI: 10.2217/epi-2020-0208] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022] Open
Abstract
Aims: PD-1 expression is associated with DNA methylation in head and neck squamous cell carcinomas (HNSCCs). We performed methylation analysis at single CpG site resolution in order to understand epigenetic regulation. Materials and methods: CpG methylation analysis of PD-1 and long non-coding RNA (lncRNA) AC131097.3 was performed in n = 528 HNSCCs and n = 50 normal adjacent tissues provided by The Cancer Genome Atlas and in isolated leukocytes. Results: PD-1 mRNA and AC131097.3 lncRNA expression correlated inversely with promoter and positively with gene body CpG methylation. PD-1 and AC131097.3 are co-expressed. Methylation was sequence-contextually associated with human papillomavirus prognosis, mutational load, and immune infiltrates. Conclusions: The significance of PD-1 and AC131097.3 methylation is highly sequence-contextual. AC131097.3 might play a role in HNSCC.
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Affiliation(s)
- Christopher Bockhorst
- Department of Otorhinolaryngology, Head & Neck Surgery, University Hospital Bonn, 53127 Bonn, Germany
| | - Jörn Dietrich
- Department of Otorhinolaryngology, Head & Neck Surgery, University Hospital Bonn, 53127 Bonn, Germany
| | - Timo J Vogt
- Department of Otorhinolaryngology, Head & Neck Surgery, University Hospital Bonn, 53127 Bonn, Germany
| | - Roland H Stauber
- Molecular & Cellular Oncology, ENT/University Hospital of Mainz, 55131 Mainz, Germany
| | - Sebastian Strieth
- Department of Otorhinolaryngology, Head & Neck Surgery, University Hospital Bonn, 53127 Bonn, Germany
| | - Friedrich Bootz
- Department of Otorhinolaryngology, Head & Neck Surgery, University Hospital Bonn, 53127 Bonn, Germany
| | - Dimo Dietrich
- Department of Otorhinolaryngology, Head & Neck Surgery, University Hospital Bonn, 53127 Bonn, Germany
| | - Luka de Vos
- Department of Otorhinolaryngology, Head & Neck Surgery, University Hospital Bonn, 53127 Bonn, Germany.,Department of Dermatology & Allergy, University Hospital Bonn, 53127 Bonn, Germany
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Zhuang G, Zeng Y, Tang Q, He Q, Luo G. Identifying M1 Macrophage-Related Genes Through a Co-expression Network to Construct a Four-Gene Risk-Scoring Model for Predicting Thyroid Cancer Prognosis. Front Genet 2020; 11:591079. [PMID: 33193731 PMCID: PMC7658400 DOI: 10.3389/fgene.2020.591079] [Citation(s) in RCA: 16] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/03/2020] [Accepted: 09/28/2020] [Indexed: 12/18/2022] Open
Abstract
Macrophages are key innate immune cells in the tumor microenvironment that regulate primary tumor growth, vascularization, metastatic spread and response to therapies. Macrophages can polarize into two different states (M1 and M2) with distinct phenotypes and functions. To investigate the known tumoricidal effects of M1 macrophages, we obtained RNA expression profiles and clinical data from The Cancer Genome Atlas Thyroid Cancer (TCGA-THCA). The proportions of immune cells in tumor samples were assessed using CIBERSORT, and weighted gene co-expression network analysis (WGCNA) was used to identify M1 macrophage-related modules. Univariate Cox analysis and LASSO-Cox regression analysis were performed, and four genes (SPP1, DHRS3, SLC11A1, and CFB) with significant differential expression were selected through GEPIA. These four genes can be considered hub genes. The four-gene risk-scoring model may be an independent prognostic factor for THCA patients. The validation cohort and the entire cohort confirmed the results. Univariate and multivariate Cox analysis was performed to identify independent prognostic factors for THCA. Finally, a prognostic nomogram was built based on the entire cohort, and the nomogram combining the risk score and clinical prognostic factors was superior to the nomogram with individual clinical prognostic factors in predicting overall survival. Time-dependent ROC curves and DCA confirmed that the combined nomogram is useful. Gene set enrichment analysis (GSEA) was used to elucidate the potential molecular functions of the high-risk group. Our study identified four genes associated with M1 macrophages and established a prognostic nomogram that predicts overall survival for patients with THCA, which may help determine clinical treatment options for different patients.
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Affiliation(s)
- Gaojian Zhuang
- The Sixth Affiliated Hospital of Guangzhou Medical University, Qingyuan People's Hospital, Qingyuan, China
| | - Yu Zeng
- Department of Thyroid and Neck Tumor, National Clinical Research Center for Cancer, Tianjin Medical University Cancer Institute and Hospital, Key Laboratory of Cancer Prevention and Therapy, Tianjin, China
| | - Qun Tang
- Department of Pathology, Hunan University of Chinese Medicine, Changsha, China
| | - Qian He
- Department of Neurosurgery, The First Affiliated Hospital of Jinan University, Guangzhou, China
| | - Guoqing Luo
- The Sixth Affiliated Hospital of Guangzhou Medical University, Qingyuan People's Hospital, Qingyuan, China
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A Methylation-Based Reclassification of Bladder Cancer Based on Immune Cell Genes. Cancers (Basel) 2020; 12:cancers12103054. [PMID: 33092083 PMCID: PMC7593922 DOI: 10.3390/cancers12103054] [Citation(s) in RCA: 25] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/27/2020] [Revised: 10/13/2020] [Accepted: 10/16/2020] [Indexed: 02/07/2023] Open
Abstract
Simple Summary Bladder cancer (BC) development is highly related to immune cell infiltration. In this study, we aimed to construct a new classification of bladder cancer molecular subtypes based on immune-cell-associated CpG(Methylation) sites. The classification was accurate and stable. BC patients were successfully divided into three subtypes based on the immune-cell-associated CpG sites. The clinicopathologic features, distribution of immune cells, level of expression of checkpoints, stromal score, immune score, ESTIMATEScore, tumor purity, APC co_inhibition, APC co_stimulation, HLA, MHC class_I, Type I IFN_respons, Type II IFN response, and DNA stemness score (DNAss) presented significant differences among the three subgroups. The specific genomic alteration was also different across subgroups. High-level immune infiltration showed a correlation with high-level methylation. A lower RNA stemness score (RNAss) was associated with higher immune infiltration. Cluster 2 demonstrated a better response to chemotherapy. The anti-cancer targeted drug therapy results are different among the three subgroups. Abstract Background: Bladder cancer is highly related to immune cell infiltration. This study aimed to develop a new classification of BC molecular subtypes based on immune-cell-associated CpG sites. Methods: The genes of 28 types of immune cells were obtained from previous studies. Then, methylation sites corresponding to immune-cell-associated genes were acquired. Differentially methylated sites (DMSs) were identified between normal samples and bladder cancer samples. Unsupervised clustering analysis of differentially methylated sites was performed to divide the sites into several subtypes. Then, the potential mechanism of different subtypes was explored. Results: Bladder cancer patients were divided into three groups. The cluster 3 subtype had the best prognosis. Cluster 1 had the poorest prognosis. The distribution of immune cells, level of expression of checkpoints, stromal score, immune score, ESTIMATEScore, tumor purity, APC co_inhibition, APC co_stimulation, HLA, MHC class_I, Type I IFN Response, Type II IFN Response, and DNAss presented significant differences among the three subgroups. The distribution of genomic alterations was also different. Conclusions: The proposed classification was accurate and stable. BC patients could be divided into three subtypes based on the immune-cell-associated CpG sites. Specific biological signaling pathways, immune mechanisms, and genomic alterations were varied among the three subgroups. High-level immune infiltration was correlated with high-level methylation. The lower RNAss was associated with higher immune infiltration. The study of the intratumoral immune microenvironment may provide a new perspective for BC therapy.
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Seliger B, Massa C, Yang B, Bethmann D, Kappler M, Eckert AW, Wickenhauser C. Immune Escape Mechanisms and Their Clinical Relevance in Head and Neck Squamous Cell Carcinoma. Int J Mol Sci 2020; 21:ijms21197032. [PMID: 32987799 PMCID: PMC7582858 DOI: 10.3390/ijms21197032] [Citation(s) in RCA: 20] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/28/2020] [Revised: 09/22/2020] [Accepted: 09/22/2020] [Indexed: 12/25/2022] Open
Abstract
Immunotherapy has been recently approved for the treatment of relapsed and metastatic human papilloma virus (HPV) positive and negative head and neck squamous cell carcinoma (HNSCC). However, the response of patients is limited and the overall survival remains short with a low rate of long-term survivors. There exists growing evidence that complex and partially redundant immune escape mechanisms play an important role for the low efficacy of immunotherapies in this disease. These are caused by diverse complex processes characterized by (i) changes in the expression of immune modulatory molecules in tumor cells, (ii) alterations in the frequency, composition and clonal expansion of immune cell subpopulations in the tumor microenvironment and peripheral blood leading to reduced innate and adaptive immune responses, (iii) impaired homing of immune cells to the tumor site as well as (iv) the presence of immune suppressive soluble and physical factors in the tumor microenvironment. We here summarize the major immune escape strategies of HNSCC lesions, highlight pathways, and molecular targets that help to attenuate HNSCC-induced immune tolerance, affect the selection and success of immunotherapeutic approaches to overcome resistance to immunotherapy by targeting immune escape mechanisms and thus improve the HNSCC patients’ outcome.
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Affiliation(s)
- Barbara Seliger
- Institute of Medical Immunology, Martin Luther University Halle-Wittenberg, 06112 Halle, Germany; (C.M.); (B.Y.)
- Fraunhofer Institute of Cell Therapy and Immunology, 04103 Leipzig, Germany
- Correspondence:
| | - Chiara Massa
- Institute of Medical Immunology, Martin Luther University Halle-Wittenberg, 06112 Halle, Germany; (C.M.); (B.Y.)
| | - Bo Yang
- Institute of Medical Immunology, Martin Luther University Halle-Wittenberg, 06112 Halle, Germany; (C.M.); (B.Y.)
| | - Daniel Bethmann
- Institute of Pathology, Martin Luther University Halle-Wittenberg, 06112 Halle, Germany; (D.B.); (C.W.)
| | - Matthias Kappler
- Department of Oral and Maxillofacial Plastic Surgery, Martin Luther University Halle-Wittenberg, 06120 Halle (Saale), Germany; (M.K.); (A.W.E.)
| | - Alexander Walter Eckert
- Department of Oral and Maxillofacial Plastic Surgery, Martin Luther University Halle-Wittenberg, 06120 Halle (Saale), Germany; (M.K.); (A.W.E.)
- Klinik für Mund-, Kiefer- und Plastische Gesichtschirurgie, Universitätsklinik der Paracelsus Medizinischen Privatuniversität; 90471 Nürnberg, Germany
| | - Claudia Wickenhauser
- Institute of Pathology, Martin Luther University Halle-Wittenberg, 06112 Halle, Germany; (D.B.); (C.W.)
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Franzen A, Bootz F, Dietrich D. [Prognostic and predictive methylation biomarkers in HNSCC : Epigenomic diagnostics for head and neck squamous cell carcinoma (HNSCC)]. HNO 2020; 68:911-915. [PMID: 32613323 DOI: 10.1007/s00106-020-00902-4] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
Abstract
BACKGROUND Prognostic and predictive biomarkers for personalized treatment management in head and neck squamous cell carcinoma (HNSCC) are of great clinical interest. OBJECTIVE DNA methylation is an epigenetic process involved in gene regulation and could be a source of potential prognostic and predictive biomarkers. METHODS This study comprises literature research in PubMed and own studies. RESULTS Gene methylation, e.g. of PITX2, is a strong, human papillomavirus (HPV)-independent prognostic biomarker. SHOX2 and SEPT9 methylation in circulating cell-free DNA within blood plasma correlates with tumor stage and prognosis. Methylation of diverse immune checkpoints, e.g., PD‑1, PD-L1, and CTLA4, is also prognostic and correlates with gene expression. CONCLUSION DNA methylation is a source of efficient prognostic blood plasma- and tissue-based biomarkers. However, prior to clinical implementation, studies must prove that biomarker-guided treatment selection can lead to better outcomes or reduced toxicity. The applicability of DNA methylation as a predictive biomarker for targeted drug-based cancer therapy seems promising, although further validation is needed.
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Affiliation(s)
- A Franzen
- Klinik und Poliklinik für Hals-Nasen-Ohrenheilkunde, Universitätsklinikum Bonn, Venusberg-Campus 1, 53127, Bonn, Deutschland
| | - F Bootz
- Klinik und Poliklinik für Hals-Nasen-Ohrenheilkunde, Universitätsklinikum Bonn, Venusberg-Campus 1, 53127, Bonn, Deutschland
| | - D Dietrich
- Klinik und Poliklinik für Hals-Nasen-Ohrenheilkunde, Universitätsklinikum Bonn, Venusberg-Campus 1, 53127, Bonn, Deutschland.
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