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Liu Y, Zhang J, Li S, Chen W, Wu R, Hao Z, Xu J. Prediction of TNFRSF9 expression and molecular pathological features in thyroid cancer using machine learning to construct Pathomics models. Endocrine 2024; 86:324-332. [PMID: 38753243 DOI: 10.1007/s12020-024-03862-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/28/2024] [Accepted: 05/04/2024] [Indexed: 10/02/2024]
Abstract
BACKGROUND The TNFRSF9 molecule is pivotal in thyroid carcinoma (THCA) development. This study utilizes Pathomics techniques to predict TNFRSF9 expression in THCA tissue and explore its molecular mechanisms. METHODS Transcriptome data, pathology images, and clinical information from the cancer genome atlas (TCGA) were analyzed. Image segmentation and feature extraction were performed using the OTSU's algorithm and pyradiomics package. The dataset was split for training and validation. Features were selected using maximum relevance minimum redundancy recursive feature elimination (mRMR_RFE) and modeling conducted with the gradient boosting machine (GBM) algorithm. Model evaluation included receiver operating characteristic curve (ROC) analysis. The Pathomics model output a probabilistic pathomics score (PS) for gene expression prediction, with its prognostic value assessed in TNFRSF9 expression groups. Subsequent analysis involved gene set variation analysis (GSVA), immune gene expression, cell abundance, immunotherapy susceptibility, and gene mutation analysis. RESULTS High TNFRSF9 expression correlated with worsened progression-free interval (PFI) and acted as an independent risk factor [hazard ratio (HR) = 2.178, 95% confidence interval (CI) 1.045-4.538, P = 0.038]. Nine pathohistological features were identified. The GBM Pathomics model demonstrated good prediction efficacy [area under the curve (AUC) 0.819 and 0.769] and clinical benefits. High PS was a PFI risk factor (HR = 2.156, 95% CI 1.047-4.440, P = 0.037). Patients with high PS potentially exhibited enriched pathways, increased TIGIT gene expression, Tregs infiltration (P < 0.0001), and higher rates of gene mutations (BRAF, TTN, TG). CONCLUSIONS The GBM Pathomics model constructed based on the pathohistological features of H&E-stained sections well predicted the expression level of TNFRSF9 molecules in THCA.
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Affiliation(s)
- Ying Liu
- Department of Endocrine and Metabolism, The First Affiliated Hospital, Jiangxi Medical College, Nanchang University, Nanchang, China
- Jiangxi Clinical Research Center for Endocrine and Metabolic Disease, Nanchang, Jiangxi, China
- Jiangxi Branch of National Clinical Research Center for Metabolic Disease, Nanchang, Jiangxi, China
| | - Junping Zhang
- Department of Endocrine and Metabolism, The First Affiliated Hospital, Jiangxi Medical College, Nanchang University, Nanchang, China
| | - Shanshan Li
- Department of Endocrine and Metabolism, The First Affiliated Hospital, Jiangxi Medical College, Nanchang University, Nanchang, China
| | - Wen Chen
- Department of Endocrine and Metabolism, The First Affiliated Hospital, Jiangxi Medical College, Nanchang University, Nanchang, China
| | - Rongqian Wu
- Department of Endocrine and Metabolism, The First Affiliated Hospital, Jiangxi Medical College, Nanchang University, Nanchang, China
| | - Zejin Hao
- Department of Endocrine and Metabolism, The First Affiliated Hospital, Jiangxi Medical College, Nanchang University, Nanchang, China
| | - Jixiong Xu
- Department of Endocrine and Metabolism, The First Affiliated Hospital, Jiangxi Medical College, Nanchang University, Nanchang, China.
- Jiangxi Clinical Research Center for Endocrine and Metabolic Disease, Nanchang, Jiangxi, China.
- Jiangxi Branch of National Clinical Research Center for Metabolic Disease, Nanchang, Jiangxi, China.
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2
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Butenko S, Nagalla RR, Guerrero-Juarez CF, Palomba F, David LM, Nguyen RQ, Gay D, Almet AA, Digman MA, Nie Q, Scumpia PO, Plikus MV, Liu WF. Hydrogel crosslinking modulates macrophages, fibroblasts, and their communication, during wound healing. Nat Commun 2024; 15:6820. [PMID: 39122702 PMCID: PMC11315930 DOI: 10.1038/s41467-024-50072-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/28/2023] [Accepted: 06/28/2024] [Indexed: 08/12/2024] Open
Abstract
Biomaterial wound dressings, such as hydrogels, interact with host cells to regulate tissue repair. This study investigates how crosslinking of gelatin-based hydrogels influences immune and stromal cell behavior and wound healing in female mice. We observe that softer, lightly crosslinked hydrogels promote greater cellular infiltration and result in smaller scars compared to stiffer, heavily crosslinked hydrogels. Using single-cell RNA sequencing, we further show that heavily crosslinked hydrogels increase inflammation and lead to the formation of a distinct macrophage subpopulation exhibiting signs of oxidative activity and cell fusion. Conversely, lightly crosslinked hydrogels are more readily taken up by macrophages and integrated within the tissue. The physical properties differentially affect macrophage and fibroblast interactions, with heavily crosslinked hydrogels promoting pro-fibrotic fibroblast activity that drives macrophage fusion through RANKL signaling. These findings suggest that tuning the physical properties of hydrogels can guide cellular responses and improve healing, offering insights for designing better biomaterials for wound treatment.
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Affiliation(s)
- Sergei Butenko
- Department of Biomedical Engineering, University of California Irvine, Irvine, CA, USA
- Department of Developmental and Cell Biology, University of California, Irvine, Irvine, CA, USA
| | - Raji R Nagalla
- Department of Biomedical Engineering, University of California Irvine, Irvine, CA, USA
| | | | - Francesco Palomba
- Department of Biomedical Engineering, University of California Irvine, Irvine, CA, USA
| | - Li-Mor David
- Department of Biomedical Engineering, University of California Irvine, Irvine, CA, USA
| | - Ronald Q Nguyen
- Department of Biomedical Engineering, University of California Irvine, Irvine, CA, USA
| | - Denise Gay
- Department of Developmental and Cell Biology, University of California, Irvine, Irvine, CA, USA
| | - Axel A Almet
- NSF-Simons Center for Multiscale Cell Fate Research, University of California, Irvine, Irvine, CA, USA
- Department of Mathematics, University of California, Irvine, Irvine, CA, USA
| | - Michelle A Digman
- Department of Biomedical Engineering, University of California Irvine, Irvine, CA, USA
- Laboratory of Fluorescence Dynamics, The Henry Samueli School of Engineering, University of California, Irvine, CA, USA
| | - Qing Nie
- NSF-Simons Center for Multiscale Cell Fate Research, University of California, Irvine, Irvine, CA, USA
- Department of Mathematics, University of California, Irvine, Irvine, CA, USA
- Center for Complex Biological Systems, University of California Irvine, Irvine, CA, USA
| | - Philip O Scumpia
- Division of Dermatology, Department of Medicine, David Geffen School of Medicine, University of California, Los Angeles, Los Angeles, CA, USA
- Jonsson Comprehensive Cancer Center, David Geffen School of Medicine, University of California, Los Angeles, Los Angeles, CA, USA
- Department of Dermatology, Veterans Administration Greater Los Angeles Healthcare System, Los Angeles, CA, USA
| | - Maksim V Plikus
- Department of Developmental and Cell Biology, University of California, Irvine, Irvine, CA, USA
- NSF-Simons Center for Multiscale Cell Fate Research, University of California, Irvine, Irvine, CA, USA
- Sue and Bill Gross Stem Cell Research Center, University of California, Irvine, Irvine, CA, USA
| | - Wendy F Liu
- Department of Biomedical Engineering, University of California Irvine, Irvine, CA, USA.
- UCI Edwards Lifesciences Foundation Cardiovascular Innovation and Research Center, University of California Irvine, Irvine, CA, USA.
- Institute for Immunology, University of California, Irvine, Irvine, CA, USA.
- Molecular Biology and Biochemistry, University of California, Irvine, Irvine, CA, USA.
- Department of Chemical and Biomolecular Engineering, University of California Irvine, Irvine, CA, USA.
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3
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Veshkini A, Dengler F, Bachmann L, Liermann W, Helm C, Ulrich R, Delling C, Kühn C, Hammon HM. Cryptosporidium parvum infection alters the intestinal mucosa transcriptome in neonatal calves: implications for immune function. Front Immunol 2024; 15:1351427. [PMID: 38318169 PMCID: PMC10839036 DOI: 10.3389/fimmu.2024.1351427] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/06/2023] [Accepted: 01/05/2024] [Indexed: 02/07/2024] Open
Abstract
One of the leading causes of infectious diarrhea in newborn calves is the apicomplexan protozoan Cryptosporidium parvum (C. parvum). However, little is known about its immunopathogenesis. Using next generation sequencing, this study investigated the immune transcriptional response to C. parvum infection in neonatal calves. Neonatal male Holstein-Friesian calves were either orally infected (N = 5) or not (CTRL group, N = 5) with C. parvum oocysts (gp60 subtype IIaA15G2R1) at day 1 of life and slaughtered on day 7 after infection. Total RNA was extracted from the jejunal mucosa for short read. Differentially expressed genes (DEGs) between infected and CTRL groups were assessed using DESeq2 at a false discovery rate < 0.05. Infection did not affect plasma immunohematological parameters, including neutrophil, lymphocyte, monocyte, leucocyte, thrombocyte, and erythrocyte counts as well as hematocrit and hemoglobin concentration on day 7 post infection. The immune-related DEGs were selected according to the UniProt immune system process database and were used for gene ontology (GO) and pathway enrichment analysis using Cytoscape (v3.9.1). Based on GO analysis, DEGs annotated to mucosal immunity, recognizing and presenting antigens, chemotaxis of neutrophils, eosinophils, natural killer cells, B and T cells mediated by signaling pathways including toll like receptors, interleukins, tumor necrosis factor, T cell receptor, and NF-KB were upregulated, while markers of macrophages chemotaxis and cytosolic pattern recognition were downregulated. This study provides a holistic snapshot of immune-related pathways induced by C. parvum in calves, including novel and detailed feedback and feedforward regulatory mechanisms establishing the crosstalk between innate and adaptive immune response in neonate calves, which could be utilized further to develop new therapeutic strategies.
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Affiliation(s)
- Arash Veshkini
- Research Institute for Farm Animal Biology, Institute of Nutritional Physiology “Oskar Kellner”, Dummerstorf, Germany
| | - Franziska Dengler
- Institute of Physiology, Pathophysiology and Biophysics, University of Veterinary Medicine, Vienna, Austria
| | - Lisa Bachmann
- Research Institute for Farm Animal Biology, Institute of Nutritional Physiology “Oskar Kellner”, Dummerstorf, Germany
- Faculty of Agriculture and Food Science, University of Applied Science Neubrandenburg, Neubrandenburg, Germany
| | - Wendy Liermann
- Research Institute for Farm Animal Biology, Institute of Nutritional Physiology “Oskar Kellner”, Dummerstorf, Germany
| | - Christiane Helm
- Institutue for Veterinary Pathology, Leipzig University, Leipzig, Germany
| | - Reiner Ulrich
- Institutue for Veterinary Pathology, Leipzig University, Leipzig, Germany
| | - Cora Delling
- Institute of Veterinary Parasitology, Leipzig University, Leipzig, Germany
| | - Christa Kühn
- Research Institute for Farm Animal Biology, Institute of Genome Biology, Dummerstorf, Germany
- Agricultural and Environmental Faculty, University Rostock, Rostock, Germany
| | - Harald M. Hammon
- Research Institute for Farm Animal Biology, Institute of Nutritional Physiology “Oskar Kellner”, Dummerstorf, Germany
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4
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Zou Z, Li R, Huang X, Chen M, Tan J, Wu M. Identification and validation of immune-related methylated genes as diagnostic and prognostic biomarkers of nasopharyngeal carcinoma. Head Neck 2024; 46:192-211. [PMID: 37929674 DOI: 10.1002/hed.27569] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/16/2023] [Revised: 09/26/2023] [Accepted: 10/27/2023] [Indexed: 11/07/2023] Open
Abstract
BACKGROUND Nasopharyngeal carcinoma (NPC) is a common malignancy occurring in the head and neck. Identification of immune-related methylated biomarkers might be helpful for NPC detection and prognostic evaluation. METHODS A co-methylation network based on WGCNA was constructed to identify modules associated with NPC and immune cells. In combination with differentially expressed genes (DEGs) and immune-related genes from ImmPort database, the candidate immune-related methylated genes (IRMGs) were obtained. RESULTS Our combined analysis identified 12 IRMGs. Among them, both the methylation and mRNA expression of CCL28, CSK, and PRKCB were correlated with the infiltration of B cells. CD1D, CR2, and GDF10 were favorable markers. Demethylation experiments validated that downregulation of GDF10, PRKCB, SLC40A1, and TGFBR3 in NPC resulted from promoter hypermethylation. Additionally, a diagnostic model was developed and exhibited high discriminative accuracy. CONCLUSIONS These results provided a group of immune-related methylated biomarkers that may help with the diagnosis and prognosis of NPC.
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Affiliation(s)
- Zhenning Zou
- Department of Pathology, Guangdong Medical University, Zhanjiang, China
| | - Rujia Li
- Department of Pathology, Guangdong Medical University, Zhanjiang, China
| | - Xueshan Huang
- The First Clinical Medical College, Guangdong Medical University, Zhanjiang, China
| | - Mei Chen
- The First Clinical Medical College, Guangdong Medical University, Zhanjiang, China
| | - Jingyi Tan
- School of Pharmacy, Guangdong Medical University, Zhanjiang, China
| | - Minhua Wu
- School of Basic Medicine, Guangdong Medical University, Zhanjiang, China
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5
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Rocha GIY, Gomes JEM, Leite ML, da Cunha NB, Costa FF. Epigenome-Driven Strategies for Personalized Cancer Immunotherapy. Cancer Manag Res 2023; 15:1351-1367. [PMID: 38058537 PMCID: PMC10697012 DOI: 10.2147/cmar.s272031] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/13/2023] [Accepted: 11/19/2023] [Indexed: 12/08/2023] Open
Abstract
Fighting cancer remains one of the greatest challenges for science in the 21st century. Advances in immunotherapy against different types of cancer have greatly contributed to the treatment, remission, and cure of patients. In this context, knowledge of epigenetic phenomena, their relationship with tumor cells and how the immune system can be epigenetically modulated represent some of the greatest advances in the development of anticancer therapies. Epigenetics is a rapidly growing field that studies how environmental factors can affect gene expression without altering DNA sequence. Epigenomic changes include DNA methylation, histone modifications, and non-coding RNA regulation, which impact cellular function. Epigenetics has shown promise in developing cancer therapies, such as immunotherapy, which aims to stimulate the immune system to attack cancer cells. For example, PD-1 and PD-L1 are biomarkers that regulate the immune response to cancer cells and recent studies have shown that epigenetic modifications can affect their expression, potentially influencing the efficacy of immunotherapy. New therapies targeting epigenetic modifications, such as histone deacetylases and DNA methyltransferases, are being developed for cancer treatment, and some have shown promise in preclinical studies and clinical trials. With growing understanding of epigenetic regulation, we can expect more personalized and effective cancer immunotherapies in the future. This review highlights key advances in the use of epigenetic and epigenomic tools and modern immuno-oncology strategies to treat several types of tumors.
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Affiliation(s)
| | | | - Michel Lopes Leite
- Genomic Sciences and Biotechnology Program, Catholic University of Brasilia, Brasília, DF, Brazil
- Department of Cell Biology, Institute of Biological Sciences, Campus Darcy Ribeiro, University of Brasilia (UnB), Brasília, DF, Brazil
| | - Nicolau B da Cunha
- Genomic Sciences and Biotechnology Program, Catholic University of Brasilia, Brasília, DF, Brazil
- Faculty of Agronomy and Veterinary Medicine (FAV), Campus Darcy Ribeiro, University of Brasilia (UnB), Brasília, DF, Brazil
- Graduate Program in Agronomy, Campus Darcy Ribeiro, University of Brasilia (UnB), Brasília, DF, Brazil
| | - Fabricio F Costa
- Genomic Sciences and Biotechnology Program, Catholic University of Brasilia, Brasília, DF, Brazil
- Cancer Biology and Epigenomics Program, Northwestern University’s Feinberg School of Medicine, Chicago, IL, USA
- Genomic Enterprise, San FranciscoCA, USA
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6
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Zhou M, Zhang H, Bai Z, Mann-Krzisnik D, Wang F, Li Y. Single-cell multi-omics topic embedding reveals cell-type-specific and COVID-19 severity-related immune signatures. CELL REPORTS METHODS 2023; 3:100563. [PMID: 37671028 PMCID: PMC10475851 DOI: 10.1016/j.crmeth.2023.100563] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/20/2023] [Revised: 03/31/2023] [Accepted: 07/28/2023] [Indexed: 09/07/2023]
Abstract
The advent of single-cell multi-omics sequencing technology makes it possible for researchers to leverage multiple modalities for individual cells and explore cell heterogeneity. However, the high-dimensional, discrete, and sparse nature of the data make the downstream analysis particularly challenging. Here, we propose an interpretable deep learning method called moETM to perform integrative analysis of high-dimensional single-cell multimodal data. moETM integrates multiple omics data via a product-of-experts in the encoder and employs multiple linear decoders to learn the multi-omics signatures. moETM demonstrates superior performance compared with six state-of-the-art methods on seven publicly available datasets. By applying moETM to the scRNA + scATAC data, we identified sequence motifs corresponding to the transcription factors regulating immune gene signatures. Applying moETM to CITE-seq data from the COVID-19 patients revealed not only known immune cell-type-specific signatures but also composite multi-omics biomarkers of critical conditions due to COVID-19, thus providing insights from both biological and clinical perspectives.
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Affiliation(s)
- Manqi Zhou
- Department of Computational Biology, Cornell University, Ithaca, NY 14853, USA
- Institute of Artificial Intelligence for Digital Health, Weill Cornell Medicine, New York, NY 10021, USA
| | - Hao Zhang
- Division of Health Informatics, Department of Population Health Sciences, Weill Cornell Medicine, New York, NY 10021, USA
| | - Zilong Bai
- Institute of Artificial Intelligence for Digital Health, Weill Cornell Medicine, New York, NY 10021, USA
- Division of Health Informatics, Department of Population Health Sciences, Weill Cornell Medicine, New York, NY 10021, USA
| | | | - Fei Wang
- Institute of Artificial Intelligence for Digital Health, Weill Cornell Medicine, New York, NY 10021, USA
- Division of Health Informatics, Department of Population Health Sciences, Weill Cornell Medicine, New York, NY 10021, USA
| | - Yue Li
- Quantitative Life Science, McGill University, Montréal, QC H3A 0G4, Canada
- School of Computer Science, McGill University, Montréal, QC H3A 0G4, Canada
- Mila – Quebec AI Institute, Montréal, QC H2S 3H1, Canada
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7
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Zamora-Fuentes JM, Hernández-Lemus E, Espinal-Enríquez J. Methylation-related genes involved in renal carcinoma progression. Front Genet 2023; 14:1225158. [PMID: 37693315 PMCID: PMC10486271 DOI: 10.3389/fgene.2023.1225158] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/18/2023] [Accepted: 07/25/2023] [Indexed: 09/12/2023] Open
Abstract
Renal carcinomas are a group of malignant tumors often originating in the cells lining the small tubes in the kidney responsible for filtering waste from the blood and urine production. Kidney tumors arise from the uncontrolled growth of cells in the kidneys and are responsible for a large share of global cancer-related morbidity and mortality. Understanding the molecular mechanisms driving renal carcinoma progression results crucial for the development of targeted therapies leading to an improvement of patient outcomes. Epigenetic mechanisms such as DNA methylation are known factors underlying the development of several cancer types. There is solid experimental evidence of relevant biological functions modulated by methylation-related genes, associated with the progression of different carcinomas. Those mechanisms can often be associated to different epigenetic marks, such as DNA methylation sites or chromatin conformation patterns. Currently, there is no definitive method to establish clear relations between genetic and epigenetic factors that influence the progression of cancer. Here, we developed a data-driven method to find methylation-related genes, so we could find relevant bonds between gene co-expression and methylation-wide-genome regulation patterns able to drive biological processes during the progression of clear cell renal carcinoma (ccRC). With this approach, we found out genes such as ITK oncogene that appear hypomethylated during all four stages of ccRC progression and are strongly involved in immune response functions. Also, we found out relevant tumor suppressor genes such as RAB25 hypermethylated, thus potentially avoiding repressed functions in the AKT signaling pathway during the evolution of ccRC. Our results have relevant implications to further understand some epigenetic-genetic-affected roles underlying the progression of renal cancer.
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Affiliation(s)
| | - Enrique Hernández-Lemus
- Computational Genomics Division, National Institute of Genomic Medicine, Mexico City, Mexico
- Centro de Ciencias de la Complejidad, Universidad Nacional Autónoma de México, Mexico City, Mexico
| | - Jesús Espinal-Enríquez
- Computational Genomics Division, National Institute of Genomic Medicine, Mexico City, Mexico
- Centro de Ciencias de la Complejidad, Universidad Nacional Autónoma de México, Mexico City, Mexico
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8
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Salek-Ardakani S, Zajonc DM, Croft M. Agonism of 4-1BB for immune therapy: a perspective on possibilities and complications. Front Immunol 2023; 14:1228486. [PMID: 37662949 PMCID: PMC10469789 DOI: 10.3389/fimmu.2023.1228486] [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: 05/24/2023] [Accepted: 08/03/2023] [Indexed: 09/05/2023] Open
Abstract
Costimulatory receptors on immune cells represent attractive targets for immunotherapy given that these molecules can increase the frequency of individual protective immune cell populations and their longevity, as well as enhance various effector functions. 4-1BB, a member of the TNF receptor superfamily, also known as CD137 and TNFRSF9, is one such molecule that is inducible on several cell types, including T cells and NK cells. Preclinical studies in animal models have validated the notion that stimulating 4-1BB with agonist reagents or its natural ligand could be useful to augment conventional T cell and NK cell immunity to protect against tumor growth and against viral infection. Additionally, stimulating 4-1BB can enhance regulatory T cell function and might be useful in the right context for suppressing autoimmunity. Two human agonist antibodies to 4-1BB have been produced and tested in clinical trials for cancer, with variable results, leading to the production of a wealth of second-generation antibody constructs, including bi- and multi-specifics, with the hope of optimizing activity and selectivity. Here, we review the progress to date in agonism of 4-1BB, discuss the complications in targeting the immune system appropriately to elicit the desired activity, together with challenges in engineering agonists, and highlight the untapped potential of manipulating this molecule in infectious disease and autoimmunity.
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Affiliation(s)
| | - Dirk M. Zajonc
- Center for Autoimmunity and Inflammation, La Jolla Institute for Immunology, La Jolla, CA, United States
| | - Michael Croft
- Center for Autoimmunity and Inflammation, La Jolla Institute for Immunology, La Jolla, CA, United States
- Department of Medicine, University of California (UC) San Diego, La Jolla, CA, United States
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9
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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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10
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Zhou M, Zhang H, Baii Z, Mann-Krzisnik D, Wang F, Li Y. Single-cell multi-omic topic embedding reveals cell-type-specific and COVID-19 severity-related immune signatures. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2023:2023.01.31.526312. [PMID: 36778483 PMCID: PMC9915637 DOI: 10.1101/2023.01.31.526312] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 02/04/2023]
Abstract
The advent of single-cell multi-omics sequencing technology makes it possible for re-searchers to leverage multiple modalities for individual cells and explore cell heterogeneity. However, the high dimensional, discrete, and sparse nature of the data make the downstream analysis particularly challenging. Most of the existing computational methods for single-cell data analysis are either limited to single modality or lack flexibility and interpretability. In this study, we propose an interpretable deep learning method called multi-omic embedded topic model (moETM) to effectively perform integrative analysis of high-dimensional single-cell multimodal data. moETM integrates multiple omics data via a product-of-experts in the encoder for efficient variational inference and then employs multiple linear decoders to learn the multi-omic signatures of the gene regulatory programs. Through comprehensive experiments on public single-cell transcriptome and chromatin accessibility data (i.e., scRNA+scATAC), as well as scRNA and proteomic data (i.e., CITE-seq), moETM demonstrates superior performance compared with six state-of-the-art single-cell data analysis methods on seven publicly available datasets. By applying moETM to the scRNA+scATAC data in human bone marrow mononuclear cells (BMMCs), we identified sequence motifs corresponding to the transcription factors that regulate immune gene signatures. Applying moETM analysis to CITE-seq data from the COVID-19 patients revealed not only known immune cell-type-specific signatures but also composite multi-omic biomarkers of critical conditions due to COVID-19, thus providing insights from both biological and clinical perspectives.
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Affiliation(s)
- Manqi Zhou
- Department of Computational Biology, Cornell University
- Institute of Artificial Intelligence for Digital Health, Weill Cornell Medicine
| | - Hao Zhang
- Division of Health Informatics, Department of Population Health Sciences, Weill Cornell Medicine
| | - Zilong Baii
- Institute of Artificial Intelligence for Digital Health, Weill Cornell Medicine
- Division of Health Informatics, Department of Population Health Sciences, Weill Cornell Medicine
| | | | - Fei Wang
- Institute of Artificial Intelligence for Digital Health, Weill Cornell Medicine
- Division of Health Informatics, Department of Population Health Sciences, Weill Cornell Medicine
| | - Yue Li
- Quantitative Life Science, McGill University
- School of Computer Science, McGill University
- Mila - Quebec AI Institute
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11
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Wang Z, Peters BA, Bryant M, Hanna DB, Schwartz T, Wang T, Sollecito CC, Usyk M, Grassi E, Wiek F, Peter LS, Post WS, Landay AL, Hodis HN, Weber KM, French A, Golub ET, Lazar J, Gustafson D, Sharma A, Anastos K, Clish CB, Burk RD, Kaplan RC, Knight R, Qi Q. Gut microbiota, circulating inflammatory markers and metabolites, and carotid artery atherosclerosis in HIV infection. MICROBIOME 2023; 11:119. [PMID: 37237391 PMCID: PMC10224225 DOI: 10.1186/s40168-023-01566-2] [Citation(s) in RCA: 6] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/02/2022] [Accepted: 05/05/2023] [Indexed: 05/28/2023]
Abstract
BACKGROUND Alterations in gut microbiota have been implicated in HIV infection and cardiovascular disease. However, how gut microbial alterations relate to host inflammation and metabolite profiles, and their relationships with atherosclerosis, have not been well-studied, especially in the context of HIV infection. Here, we examined associations of gut microbial species and functional components measured by shotgun metagenomics with carotid artery plaque assessed by B-mode carotid artery ultrasound in 320 women with or at high risk of HIV (65% HIV +) from the Women's Interagency HIV Study. We further integrated plaque-associated microbial features with serum proteomics (74 inflammatory markers measured by the proximity extension assay) and plasma metabolomics (378 metabolites measured by liquid chromatography tandem mass spectrometry) in relation to carotid artery plaque in up to 433 women. RESULTS Fusobacterium nucleatum, a potentially pathogenic bacteria, was positively associated with carotid artery plaque, while five microbial species (Roseburia hominis, Roseburia inulinivorans, Johnsonella ignava, Odoribacter splanchnicus, Clostridium saccharolyticum) were inversely associated with plaque. Results were consistent between women with and without HIV. Fusobacterium nucleatum was positively associated with several serum proteomic inflammatory markers (e.g., CXCL9), and the other plaque-related species were inversely associated with proteomic inflammatory markers (e.g., CX3CL1). These microbial-associated proteomic inflammatory markers were also positively associated with plaque. Associations between bacterial species (especially Fusobacterium nucleatum) and plaque were attenuated after further adjustment for proteomic inflammatory markers. Plaque-associated species were correlated with several plasma metabolites, including the microbial metabolite imidazole-propionate (ImP), which was positively associated with plaque and several pro-inflammatory markers. Further analysis identified additional bacterial species and bacterial hutH gene (encoding enzyme histidine ammonia-lyase in ImP production) associated with plasma ImP levels. A gut microbiota score based on these ImP-associated species was positively associated with plaque and several pro-inflammatory markers. CONCLUSION Among women living with or at risk of HIV, we identified several gut bacterial species and a microbial metabolite ImP associated with carotid artery atherosclerosis, which might be related to host immune activation and inflammation. Video Abstract.
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Affiliation(s)
- Zheng Wang
- Department of Epidemiology and Population Health, Albert Einstein College of Medicine, Bronx, NY, USA
| | - Brandilyn A Peters
- Department of Epidemiology and Population Health, Albert Einstein College of Medicine, Bronx, NY, USA
| | - MacKenzie Bryant
- Department of Pediatrics, University of California, La Jolla, San Diego, CA, USA
| | - David B Hanna
- Department of Epidemiology and Population Health, Albert Einstein College of Medicine, Bronx, NY, USA
| | - Tara Schwartz
- Department of Pediatrics, University of California, La Jolla, San Diego, CA, USA
| | - Tao Wang
- Department of Epidemiology and Population Health, Albert Einstein College of Medicine, Bronx, NY, USA
| | | | - Mykhaylo Usyk
- Department of Pediatrics, Albert Einstein College of Medicine, Bronx, NY, USA
| | - Evan Grassi
- Department of Pediatrics, Albert Einstein College of Medicine, Bronx, NY, USA
| | - Fanua Wiek
- Department of Pediatrics, Albert Einstein College of Medicine, Bronx, NY, USA
| | - Lauren St Peter
- Department of Pediatrics, Albert Einstein College of Medicine, Bronx, NY, USA
| | - Wendy S Post
- Department of Medicine, Johns Hopkins University, Baltimore, MD, USA
| | - Alan L Landay
- Department of Internal Medicine, Rush University Medical Center, Chicago, IL, USA
| | - Howard N Hodis
- Atherosclerosis Research Unit, Keck School of Medicine, University of Southern California, Los Angeles, CA, USA
| | | | - Audrey French
- Department of Internal Medicine, Stroger Hospital of Cook County, Chicago, IL, USA
| | - Elizabeth T Golub
- Department of Epidemiology, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, USA
| | - Jason Lazar
- Department of Medicine, State University of New York Downstate Health Sciences University, Brooklyn, NY, USA
| | - Deborah Gustafson
- Department of Neurology, State University of New York Downstate Health Sciences University, Brooklyn, NY, USA
| | - Anjali Sharma
- Department of Medicine, Albert Einstein College of Medicine, Bronx, NY, USA
| | - Kathryn Anastos
- Department of Epidemiology and Population Health, Albert Einstein College of Medicine, Bronx, NY, USA
- Department of Medicine, Albert Einstein College of Medicine, Bronx, NY, USA
- Department of Obstetrics & Gynecology and Women's Health, Albert Einstein College of Medicine, Bronx, NY, USA
| | - Clary B Clish
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Robert D Burk
- Department of Epidemiology and Population Health, Albert Einstein College of Medicine, Bronx, NY, USA
- Department of Pediatrics, Albert Einstein College of Medicine, Bronx, NY, USA
- Department of Obstetrics & Gynecology and Women's Health, Albert Einstein College of Medicine, Bronx, NY, USA
- Department of Microbiology & Immunology, Albert Einstein College of Medicine, Bronx, NY, USA
| | - Robert C Kaplan
- Department of Epidemiology and Population Health, Albert Einstein College of Medicine, Bronx, NY, USA
- Public Health Sciences Division, Fred Hutchinson Cancer Research Center, Seattle, WA, USA
| | - Rob Knight
- Department of Pediatrics, University of California, La Jolla, San Diego, CA, USA
- Department of Bioengineering, University of California, La Jolla, San Diego, CA, USA
- Department of Computer Science and Engineering, University of California, La Jolla, San Diego, CA, USA
- Center for Microbiome Innovation, University of California, La Jolla, San Diego, CA, USA
| | - Qibin Qi
- Department of Epidemiology and Population Health, Albert Einstein College of Medicine, Bronx, NY, USA.
- Department of Nutrition, Harvard T.H. Chan School of Public Health, Boston, MA, USA.
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12
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Zhong F, Lin Y, Zhao L, Yang C, Ye Y, Shen Z. Reshaping the tumour immune microenvironment in solid tumours via tumour cell and immune cell DNA methylation: from mechanisms to therapeutics. Br J Cancer 2023:10.1038/s41416-023-02292-0. [PMID: 37117649 DOI: 10.1038/s41416-023-02292-0] [Citation(s) in RCA: 7] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/08/2023] [Revised: 04/18/2023] [Accepted: 04/20/2023] [Indexed: 04/30/2023] Open
Abstract
In recent years, the tumour microenvironment (TME) of solid tumours has attracted more and more attention from researchers, especially those non-tumour components such as immune cells. Infiltration of various immune cells causes tumour immune microenvironment (TIME) heterogeneity, and results in different therapeutic effects. Accumulating evidence showed that DNA methylation plays a crucial role in remodelling TIME and is associated with the response towards immune checkpoint inhibitors (ICIs). During carcinogenesis, DNA methylation profoundly changes, specifically, there is a global loss of DNA methylation and increased DNA methylation at the promoters of suppressor genes. Immune cell differentiation is disturbed, and exclusion of immune cells from the TME occurs at least in part due to DNA methylation reprogramming. Therefore, pharmaceutical interventions targeting DNA methylation are promising. DNA methyltransferase inhibitors (DNMTis) enhance antitumor immunity by inducing transcription of transposable elements and consequent viral mimicry. DNMTis upregulate the expression of tumour antigens, mediate immune cells recruitment and reactivate exhausted immune cells. In preclinical studies, DNMTis have shown synergistic effect when combined with immunotherapies, suggesting new strategies to treat refractory solid tumours.
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Affiliation(s)
- Fengyun Zhong
- Department of Gastroenterological Surgery, Peking University People's Hospital, 100044, Beijing, P. R. China
- Laboratory of Surgical Oncology, Beijing Key Laboratory of Colorectal Cancer Diagnosis and Treatment Research, Peking University People's Hospital, 100044, Beijing, P. R. China
| | - Yilin Lin
- Department of Gastroenterological Surgery, Peking University People's Hospital, 100044, Beijing, P. R. China
- Laboratory of Surgical Oncology, Beijing Key Laboratory of Colorectal Cancer Diagnosis and Treatment Research, Peking University People's Hospital, 100044, Beijing, P. R. China
| | - Long Zhao
- Department of Gastroenterological Surgery, Peking University People's Hospital, 100044, Beijing, P. R. China
- Laboratory of Surgical Oncology, Beijing Key Laboratory of Colorectal Cancer Diagnosis and Treatment Research, Peking University People's Hospital, 100044, Beijing, P. R. China
| | - Changjiang Yang
- Department of Gastroenterological Surgery, Peking University People's Hospital, 100044, Beijing, P. R. China
- Laboratory of Surgical Oncology, Beijing Key Laboratory of Colorectal Cancer Diagnosis and Treatment Research, Peking University People's Hospital, 100044, Beijing, P. R. China
| | - Yingjiang Ye
- Department of Gastroenterological Surgery, Peking University People's Hospital, 100044, Beijing, P. R. China
- Laboratory of Surgical Oncology, Beijing Key Laboratory of Colorectal Cancer Diagnosis and Treatment Research, Peking University People's Hospital, 100044, Beijing, P. R. China
| | - Zhanlong Shen
- Department of Gastroenterological Surgery, Peking University People's Hospital, 100044, Beijing, P. R. China.
- Laboratory of Surgical Oncology, Beijing Key Laboratory of Colorectal Cancer Diagnosis and Treatment Research, Peking University People's Hospital, 100044, Beijing, P. R. China.
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13
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Hoffmann F, Fröhlich A, Sirokay J, de Vos L, Zarbl R, Dietrich J, Strieth S, Landsberg J, Dietrich D. DNA methylation of GITR, OX40, 4-1BB, CD27 , and CD40 correlates with BAP1 aberrancy and prognosis in uveal melanoma. Melanoma Res 2023; 33:116-125. [PMID: 36735464 DOI: 10.1097/cmr.0000000000000879] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/04/2023]
Abstract
Uveal melanoma represents an aggressive tumor that responds mostly poorly to established melanoma treatments. Comprehensive methylation profiling of the next-generation immunotherapeutic target genes, for example, members of the tumor necrosis factor receptor superfamily, might allow for the development of companion predictive biomarkers. We have analyzed CpG sites within the immune checkpoint genes GITR, OX40, 4-1BB, CD 27, and CD40 probed by the Illumina Infinium HumanMethylation450 BeadChip in N = 80 uveal melanomas included in The Cancer Genome Atlas with regard to BAP1 aberrancy, mRNA expression, and overall survival. In all analyzed immune checkpoint genes, BAP1 aberrancy was associated with decreased CpG methylation levels. We identified specific CpG sites that significantly correlated with BAP1 aberrancy, mRNA expression levels, and overall survival. Our results suggest epigenetic regulation of the analyzed immune checkpoint genes via DNA methylation in uveal melanoma and provide rationale for methylation testing in biomarker programs in clinical trials.
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Affiliation(s)
| | | | | | | | - Romina Zarbl
- Department of Otorhinolaryngology, University Medical Center Bonn (UKB), Bonn, Germany
| | - Jörn Dietrich
- Department of Otorhinolaryngology, University Medical Center Bonn (UKB), Bonn, Germany
| | - Sebastian Strieth
- Department of Otorhinolaryngology, University Medical Center Bonn (UKB), Bonn, Germany
| | | | - Dimo Dietrich
- Department of Otorhinolaryngology, University Medical Center Bonn (UKB), Bonn, Germany
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14
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Zou Y, Yaguchi T. Programmed cell death-1 blockade therapy in melanoma: Resistance mechanisms and combination strategies. Exp Dermatol 2023; 32:264-275. [PMID: 36645031 DOI: 10.1111/exd.14750] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/20/2022] [Revised: 01/11/2023] [Accepted: 01/12/2023] [Indexed: 01/17/2023]
Abstract
Melanoma is a highly aggressive tumor derived from melanocytes. In recent years, the incidence and mortality of melanoma have gradually increased, seriously threatening human health. Classic treatments like surgery, chemotherapy, and radiotherapy show very limited efficacy. Due to the high immunogenicity of melanoma cells, immune checkpoint inhibitors have received considerable attention as melanoma treatments. One such therapy is blockade of programmed cell death-1 (PD-1), which is one of the most important negative immune regulators and is mainly expressed on activated T cells. Disruption of the interactions between PD-1 and its ligands, programmed death-ligand 1 (PD-L1) or programmed death-ligand 2 (PD-L2) rejuvenates exhausted T cells and enhances antitumor immunity. Although PD-1 blockade therapy is widely used in melanoma, a substantial proportion of patients still show no response or short durations of remission. Recent researches have focused on revealing the underlying mechanisms for resistance to this treatment and improving its efficacy through combination therapy. Here, we will introduce the resistance mechanisms associated with PD-1 blockade therapy in melanoma and review the combination therapies available.
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Affiliation(s)
- Yixin Zou
- Division of Immunology and Genomic Medicine, Center for Cancer Immunotherapy and Immunobiology, Graduate School of Medicine, Kyoto University, Kyoto, Japan
| | - Tomonori Yaguchi
- Division of Immunology and Genomic Medicine, Center for Cancer Immunotherapy and Immunobiology, Graduate School of Medicine, Kyoto University, Kyoto, Japan
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15
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Han J, Correa da Rosa J, Agarwal A, Owji S, Yassky D, Luu Y, Shah A, Estrada Y, Ungar J, Sarin KY, Krueger JG, Gulati N. Modulation of Inflammatory Proteins in Serum May Reflect Cutaneous Immune Responses in Cancer Immunotherapy. JID INNOVATIONS 2023; 3:100179. [PMID: 36876222 PMCID: PMC9982329 DOI: 10.1016/j.xjidi.2022.100179] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/14/2022] [Revised: 11/28/2022] [Accepted: 12/05/2022] [Indexed: 01/30/2023] Open
Abstract
Diphencyprone (DPCP), a topical contact sensitizer, has shown efficacy in treating cutaneous melanoma metastases, including at times beyond the directly treated sites, but biomarkers indicative of treatment response have not been characterized. Thus, we performed a proteomic analysis of the skin and serum of five patients with cutaneous melanoma metastases treated with DPCP on days 0, 63, and 112 of the treatment course. In the serum, we found a significant upregulation (P < 0.05) in 13 of 96 assessed immuno-oncology proteins after DPCP treatment. Upregulated proteins included those of the T helper 1 axis (CXCL9, CXCL10), immune checkpoint proteins (PD-1), and various proteins with roles in promoting tumor immunity such as CD80 and TNFRSF4/9. Given the positive clinical response to topical treatment noted in the five patients studied, these proteins may represent prognostic biomarkers in the serum for evaluating the efficacy of DPCP treatment of cutaneous melanoma metastases. Because DPCP does not lead to nonspecific immune-related adverse events seen with immune checkpoint inhibitors, our study provides evidence for potential tumor-specific systemic immune activation and systemic antitumor effectors elicited by topical DPCP.
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Affiliation(s)
- Joseph Han
- Department of Dermatology, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - Joel Correa da Rosa
- Department of Dermatology, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - Aneesh Agarwal
- Department of Dermatology, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - Shayan Owji
- Department of Dermatology, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - Daniel Yassky
- Department of Dermatology, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - Yen Luu
- School of Medicine, University of Missouri-Kansas City, Kansas City, Missouri, USA
| | - Aatman Shah
- Department of Dermatology, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - Yeriel Estrada
- Department of Dermatology, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - Jonathan Ungar
- Department of Dermatology, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - Kavita Y. Sarin
- Department of Dermatology, Stanford University School of Medicine, Stanford, California, USA
| | - James G. Krueger
- Laboratory for Investigative Dermatology, The Rockefeller University, New York, New York, USA
| | - Nicholas Gulati
- Department of Dermatology, Icahn School of Medicine at Mount Sinai, New York, New York, USA
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16
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Gu Y, Lin X, Dong Y, Wood G, Seidah NG, Werstuck G, Major P, Bonert M, Kapoor A, Tang D. PCSK9 facilitates melanoma pathogenesis via a network regulating tumor immunity. JOURNAL OF EXPERIMENTAL & CLINICAL CANCER RESEARCH : CR 2023; 42:2. [PMID: 36588164 PMCID: PMC9806914 DOI: 10.1186/s13046-022-02584-y] [Citation(s) in RCA: 7] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 09/27/2022] [Accepted: 12/26/2022] [Indexed: 01/03/2023]
Abstract
BACKGROUND PCSK9 regulates cholesterol homeostasis and promotes tumorigenesis. However, the relevance of these two actions and the mechanisms underlying PCSK9's oncogenic roles in melanoma and other cancers remain unclear. METHODS PCSK9's association with melanoma was analysed using the TCGA dataset. Empty vector (EV), PCSK9, gain-of-function (D374Y), and loss-of-function (Q152H) PCSK9 mutant were stably-expressed in murine melanoma B16 cells and studied for impact on B16 cell-derived oncogenesis in vitro and in vivo using syngeneic C57BL/6 and Pcsk9-/- mice. Intratumoral accumulation of cholesterol was determined. RNA-seq was performed on individual tumor types. Differentially-expressed genes (DEGs) were derived from the comparisons of B16 PCSK9, B16 D374Y, or B16 Q152H tumors to B16 EV allografts and analysed for pathway alterations. RESULTS PCSK9 expression and its network negatively correlated with the survival probability of patients with melanoma. PCSK9 promoted B16 cell proliferation, migration, and growth in soft agar in vitro, formation of tumors in C57BL/6 mice in vivo, and accumulation of intratumoral cholesterol in a manner reflecting its regulation of the low-density lipoprotein receptor (LDLR): Q152H, EV, PCSK9, and D374Y. Tumor-associated T cells, CD8 + T cells, and NK cells were significantly increased in D374Y tumors along with upregulations of multiple immune checkpoints, IFNγ, and 143 genes associated with T cell dysfunction. Overlap of 36 genes between the D374Y DEGs and the PCSK9 DEGs predicted poor prognosis of melanoma and resistance to immune checkpoint blockade (ICB) therapy. CYTH4, DENND1C, AOAH, TBC1D10C, EPSTI1, GIMAP7, and FASL (FAS ligand) were novel predictors of ICB therapy and displayed high level of correlations with multiple immune checkpoints in melanoma and across 30 human cancers. We observed FAS ligand being among the most robust biomarkers of ICB treatment and constructed two novel and effective multigene panels predicting response to ICB therapy. The profiles of allografts produced by B16 EV, PCSK9, D374Y, and Q152H remained comparable in C57BL/6 and Pcsk9-/- mice. CONCLUSIONS Tumor-derived PCSK9 plays a critical role in melanoma pathogenesis. PCSK9's oncogenic actions are associated with intratumoral cholesterol accumulation. PCSK9 systemically affects the immune system, contributing to melanoma immune evasion. Novel biomarkers derived from the PCSK9-network effectively predicted ICB therapy responses.
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Affiliation(s)
- Yan Gu
- grid.416721.70000 0001 0742 7355Urological Cancer Center for Research and Innovation (UCCRI), T3310, St. Joseph’s Hospital, 50 Charlton Ave East, Hamilton, ON L8N 4A6 Canada ,grid.25073.330000 0004 1936 8227Department of Surgery, McMaster University, Hamilton, ON L8S 4K1 Canada ,grid.416721.70000 0001 0742 7355The Research Institute of St Joe’s Hamilton, G344, St. Joseph’s Hospital, Hamilton, ON L8N 4A6 Canada
| | - Xiaozeng Lin
- grid.416721.70000 0001 0742 7355Urological Cancer Center for Research and Innovation (UCCRI), T3310, St. Joseph’s Hospital, 50 Charlton Ave East, Hamilton, ON L8N 4A6 Canada ,grid.25073.330000 0004 1936 8227Department of Surgery, McMaster University, Hamilton, ON L8S 4K1 Canada ,grid.416721.70000 0001 0742 7355The Research Institute of St Joe’s Hamilton, G344, St. Joseph’s Hospital, Hamilton, ON L8N 4A6 Canada
| | - Ying Dong
- grid.416721.70000 0001 0742 7355Urological Cancer Center for Research and Innovation (UCCRI), T3310, St. Joseph’s Hospital, 50 Charlton Ave East, Hamilton, ON L8N 4A6 Canada ,grid.25073.330000 0004 1936 8227Department of Surgery, McMaster University, Hamilton, ON L8S 4K1 Canada ,grid.416721.70000 0001 0742 7355The Research Institute of St Joe’s Hamilton, G344, St. Joseph’s Hospital, Hamilton, ON L8N 4A6 Canada
| | - Geoffrey Wood
- grid.34429.380000 0004 1936 8198Department of Pathology, University of Guelph, Guelph, ON N1G 2W1 Canada
| | - Nabil G. Seidah
- grid.511547.30000 0001 2106 1695Laboratory of Biochemical Neuroendocrinology, Montreal Clinical Research Institute, University of Montreal, Montreal, QC H2W 1R7 Canada
| | - Geoff Werstuck
- grid.25073.330000 0004 1936 8227Department of Medicine, McMaster University, Hamilton, ON L8S 4K1 Canada
| | - Pierre Major
- grid.25073.330000 0004 1936 8227Department of Oncology, McMaster University, Hamilton, ON L8S 4K1 Canada
| | - Michael Bonert
- grid.416721.70000 0001 0742 7355The Research Institute of St Joe’s Hamilton, G344, St. Joseph’s Hospital, Hamilton, ON L8N 4A6 Canada ,grid.25073.330000 0004 1936 8227Department of Pathology and Molecular Medicine, McMaster University, Hamilton, ON L8S 4K1 Canada
| | - Anil Kapoor
- grid.416721.70000 0001 0742 7355Urological Cancer Center for Research and Innovation (UCCRI), T3310, St. Joseph’s Hospital, 50 Charlton Ave East, Hamilton, ON L8N 4A6 Canada ,grid.25073.330000 0004 1936 8227Department of Surgery, McMaster University, Hamilton, ON L8S 4K1 Canada ,grid.416721.70000 0001 0742 7355The Research Institute of St Joe’s Hamilton, G344, St. Joseph’s Hospital, Hamilton, ON L8N 4A6 Canada
| | - Damu Tang
- grid.416721.70000 0001 0742 7355Urological Cancer Center for Research and Innovation (UCCRI), T3310, St. Joseph’s Hospital, 50 Charlton Ave East, Hamilton, ON L8N 4A6 Canada ,grid.25073.330000 0004 1936 8227Department of Surgery, McMaster University, Hamilton, ON L8S 4K1 Canada ,grid.416721.70000 0001 0742 7355The Research Institute of St Joe’s Hamilton, G344, St. Joseph’s Hospital, Hamilton, ON L8N 4A6 Canada
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17
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Wan Q, Wei R, Wei X, Deng YP. Crosstalk of four kinds of cell deaths defines subtypes of cutaneous melanoma for precise immunotherapy and chemotherapy. Front Immunol 2022; 13:998454. [PMID: 36532053 PMCID: PMC9747944 DOI: 10.3389/fimmu.2022.998454] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/20/2022] [Accepted: 11/10/2022] [Indexed: 12/05/2022] Open
Abstract
Background Cell death patterns can give therapeutic and biological clues that facilitate the development of individualized treatments for this lethal form of skin cancer. Methods We employed unsupervised clustering to establish robust classifications based on the four kinds of cell death-associated gene expression of 462 melanoma patients in the Cancer Genome Atlas (TCGA) and tested their reproducibility in two independent melanoma cohorts of 558 patients. We then used dimensionality reduction of graph learning to display the different characteristics of cell death patterns and immune microenvironments. Results We examined 570 cell death-associated gene expression data of melanoma patients for exploration, independent verification, and comprehensive classification of five reproducible melanoma subtypes (CS1 to CS5) with different genomic and clinical features. Patients in death-inactive subtypes (CS1, CS2, and CS5) had the least immune and stromal cell infiltration, and their prognosis was the poorest. A death-active subtype (CS4), on the other hand, had the highest infiltrated immune and stromal cells and elevated immune-checkpoints. As a result, these patients had the highest response to immunotherapy and the best prognosis. An additional subtype (CS3) had more diversified cell death and immune characteristics with moderate prognoses. Based on graph learning, we successfully divided the CS3 subtype into two subgroups (group A and group B) with distinct survival outcomes and immune features. Finally, we identified eight potential chemical drugs that were specifically targeted for the therapy of melanoma subtypes. Conclusions This research defines the intrinsic subtypes of melanoma based on the crosstalk of four kinds of cell deaths, which affords a blueprint for clinical strategies and guiding precise immunotherapy and chemotherapy for melanoma patients.
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Affiliation(s)
| | | | - Xin Wei
- *Correspondence: Xin Wei, ; Ying-ping Deng,
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18
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Karami Fath M, Azargoonjahromi A, Soofi A, Almasi F, Hosseinzadeh S, Khalili S, Sheikhi K, Ferdousmakan S, Owrangi S, Fahimi M, Zalpoor H, Nabi Afjadi M, Payandeh Z, Pourzardosht N. Current understanding of epigenetics role in melanoma treatment and resistance. Cancer Cell Int 2022; 22:313. [PMID: 36224606 PMCID: PMC9555085 DOI: 10.1186/s12935-022-02738-0] [Citation(s) in RCA: 13] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/31/2022] [Accepted: 09/19/2022] [Indexed: 11/30/2022] Open
Abstract
Melanoma is the most aggressive form of skin cancer resulting from genetic mutations in melanocytes. Several factors have been considered to be involved in melanoma progression, including genetic alteration, processes of damaged DNA repair, and changes in mechanisms of cell growth and proliferation. Epigenetics is the other factor with a crucial role in melanoma development. Epigenetic changes have become novel targets for treating patients suffering from melanoma. These changes can alter the expression of microRNAs and their interaction with target genes, which involves cell growth, differentiation, or even death. Given these circumstances, we conducted the present review to discuss the melanoma risk factors and represent the current knowledge about the factors related to its etiopathogenesis. Moreover, various epigenetic pathways, which are involved in melanoma progression, treatment, and chemo-resistance, as well as employed epigenetic factors as a solution to the problems, will be discussed in detail.
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Affiliation(s)
- Mohsen Karami Fath
- Department of Cellular and Molecular Biology, Faculty of Biological Sciences, Kharazmi University, Tehran, Iran
| | | | - Asma Soofi
- Department of Physical Chemistry, School of Chemistry, College of Sciences, University of Tehran, Tehran, Iran
| | - Faezeh Almasi
- Pharmaceutical Biotechnology Lab, Department of Microbial Biotechnology, School of Biology and Center of Excellence in Phylogeny of Living Organisms, College of Science, University of Tehran, Tehran, Iran
| | - Shahnaz Hosseinzadeh
- Department of Microbiology, Parasitology and Immunology, Ardabil University of Medical Sciences, Ardabil, Iran
| | - Saeed Khalili
- Department of Biology Sciences, Shahid Rajaee Teacher Training University, Tehran, Iran
| | - Kamran Sheikhi
- School of Medicine, Kurdistan University of Medical Sciences, Kurdistan, Iran
| | - Saeid Ferdousmakan
- Department of Pharmacy Practice, Nargund College of Pharmacy, Bangalore, 560085 India
| | - Soroor Owrangi
- Student Research Committe, Fasa University of Medical Sciences, Fasa, Iran
| | | | - Hamidreza Zalpoor
- Shiraz Neuroscience Research Center, Shiraz University of Medical Sciences, Shiraz, Iran
- Network of Immunity in Infection, Malignancy & Autoimmunity (NIIMA), Universal Scientific Education & Research Network (USERN), Tehran, Iran
| | - Mohsen Nabi Afjadi
- Department of Biochemistry, Faculty of Biological Science, Tarbiat Modares University, Tehran, Iran
| | - Zahra Payandeh
- Department Medical Biochemistry and Biophysics, Division Medical Inflammation Research, Karolinska Institute, Stockholm, Sweden
| | - Navid Pourzardosht
- Biochemistry Department, Guilan University of Medical Sciences, Rasht, Iran
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19
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Sun R, Lim SO. FBXL20-mediated ubiquitination triggers the proteasomal degradation of 4-1BB. FEBS J 2022; 289:4549-4563. [PMID: 35112462 DOI: 10.1111/febs.16383] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/23/2021] [Revised: 12/27/2021] [Accepted: 02/01/2022] [Indexed: 12/16/2022]
Abstract
4-1BB [tumor necrosis factor receptor superfamily (TNFRSF9), CD137) is a critical immune stimulator that sustains T cell activity and antitumor immune response. The strategy to eliminate cancers by agonistically targeting 4-1BB is under clinical investigation. As a protein expressed in an inducible manner, 4-1BB is under tight control on both transcription and translation levels to maintain its homeostasis. So far, the mechanisms underlying the transcriptional activation of 4-1BB have been well-interpreted; however, it remains inexplicit how 4-1BB is regulated on the protein level. In this study, we presented experimental evidence supporting that 4-1BB, especially the heavily N-glycosylated (mature) form, is polyubiquitinated and subjected to the ubiquitin-proteasomal system for degradation. By performing proximity-dependent biotin identification screening coupled with biochemical assays, we identified that F-box/LRR-repeat protein 20 acts as the E3 ligase that promotes the polyubiquitination of 4-1BB at the intracellular domain. Our data provided mechanistic insight into 4-1BB regulation on the protein level by unmasking, for the first time, a posttranslational mechanism governing 4-1BB abundance in cells. The findings of this study could potentially guide the development of 4-1BB-targeted therapy for cancers as well as other immune disorders.
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Affiliation(s)
- Ruoxuan Sun
- Department of Medicinal Chemistry and Molecular Pharmacology, Purdue University, West Lafayette, IN, USA
| | - Seung-Oe Lim
- Department of Medicinal Chemistry and Molecular Pharmacology, Purdue University, West Lafayette, IN, USA.,Purdue Institute of Drug Discovery, Purdue University, West Lafayette, IN, USA.,Purdue Center for Cancer Research, Purdue University, West Lafayette, IN, USA
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20
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Niebel D, Fröhlich A, Zarbl R, Fietz S, de Vos L, Vogt TJ, Dietrich J, Sirokay J, Kuster P, Saavedra G, Ramírez Valladolid S, Hoffmann F, Strieth S, Landsberg J, Dietrich D. DNA methylation regulates TIGIT expression within the melanoma microenvironment, is prognostic for overall survival, and predicts progression-free survival in patients treated with anti-PD-1 immunotherapy. Clin Epigenetics 2022; 14:50. [PMID: 35410311 PMCID: PMC9004005 DOI: 10.1186/s13148-022-01270-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/18/2021] [Accepted: 04/02/2022] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND TIGIT is an immune checkpoint under investigation as therapeutic target. Understanding the regulation of TIGIT on an epigenetic level might support the development of companion biomarkers. METHODS We correlated TIGIT DNA methylation of single CpG sites with gene expression, signatures of immune infiltrates and interferon-γ, and survival in melanoma. We further analyzed methylation levels in immune cell subsets, melanocyte and melanoma cell lines. TIGIT expression patterns within components of the melanoma microenvironment were analyzed by single cell sequencing. We used quantitative methylation-specific PCR, flow cytometry, and immunohistochemistry for correlations between expression and methylation and to assess the effect of pharmacological demethylation of melanoma cells treated with 5-aza-2-deoxycytidine (decitabine). Finally, we investigated the association of patients' survival with TIGIT mRNA and methylation. RESULTS Depending on the sequence context of the analyzed CpG site, we found a cell type-specific TIGIT gene locus methylation pattern and significant correlations of TIGIT methylation with mRNA expression, an interferon γ signature, and distinct immune cell infiltrates, including TIGIT+ lymphocytes. We detected a melanoma cell-intrinsic TIGIT protein expression. Pharmacological demethylation of the A375 melanoma cell line led to a constitutive TIGIT expression. Low promoter flank methylation and high mRNA expression was associated with patients' prognosis and predicted progression-free survival in patients treated with anti-PD-1 immunotherapy. A high TIGIT+ lymphocyte score was associated with better progression-free survival under anti-PD-1 immunotherapy. CONCLUSIONS Our data demonstrate an epigenetic regulation of TIGIT expression via DNA methylation within the melanoma microenvironment. TIGIT DNA methylation and expression may serve as predictive biomarkers in the context of immunotherapies in melanoma.
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Affiliation(s)
- Dennis Niebel
- Department of Dermatology and Allergy, University Medical Center Bonn (UKB), Venusberg-Campus 1, 53127, Bonn, Germany
| | - Anne Fröhlich
- Department of Dermatology and Allergy, 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
| | - Simon Fietz
- Department of Dermatology and Allergy, University Medical Center Bonn (UKB), Venusberg-Campus 1, 53127, Bonn, Germany.,Department of Otorhinolaryngology, University Medical Center Bonn (UKB), Venusberg-Campus 1, 53127, Bonn, Germany
| | - Luka de Vos
- Department of Dermatology and Allergy, University Medical Center Bonn (UKB), Venusberg-Campus 1, 53127, Bonn, Germany
| | - Timo J Vogt
- Department of Otorhinolaryngology, University Medical Center Bonn (UKB), Venusberg-Campus 1, 53127, Bonn, Germany
| | - Jörn Dietrich
- Department of Otorhinolaryngology, University Medical Center Bonn (UKB), Venusberg-Campus 1, 53127, Bonn, Germany
| | - Judith Sirokay
- Department of Dermatology and Allergy, University Medical Center Bonn (UKB), Venusberg-Campus 1, 53127, Bonn, Germany
| | - Pia Kuster
- Department of Dermatology and Allergy, University Medical Center Bonn (UKB), Venusberg-Campus 1, 53127, Bonn, Germany
| | - Gonzalo Saavedra
- Department of Dermatology and Allergy, University Medical Center Bonn (UKB), Venusberg-Campus 1, 53127, Bonn, Germany.,Department of Otorhinolaryngology, University Medical Center Bonn (UKB), Venusberg-Campus 1, 53127, Bonn, Germany
| | - Susana Ramírez Valladolid
- Department of Dermatology and Allergy, University Medical Center Bonn (UKB), Venusberg-Campus 1, 53127, Bonn, Germany
| | - Friederike Hoffmann
- Department of Dermatology and Allergy, University Medical Center Bonn (UKB), Venusberg-Campus 1, 53127, Bonn, Germany
| | - Sebastian Strieth
- Department of Otorhinolaryngology, University Medical Center Bonn (UKB), Venusberg-Campus 1, 53127, Bonn, Germany
| | - Jennifer Landsberg
- Department of Dermatology and Allergy, University Medical Center Bonn (UKB), Venusberg-Campus 1, 53127, Bonn, Germany
| | - Dimo Dietrich
- Department of Otorhinolaryngology, University Medical Center Bonn (UKB), Venusberg-Campus 1, 53127, Bonn, Germany.
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21
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Wu Y, Luo J, Li H, Huang Y, Zhu Y, Chen Q. B3GNT3 as a prognostic biomarker and correlation with immune cell infiltration in lung adenocarcinoma. ANNALS OF TRANSLATIONAL MEDICINE 2022; 10:295. [PMID: 35434016 PMCID: PMC9011202 DOI: 10.21037/atm-22-493] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 01/11/2022] [Accepted: 03/01/2022] [Indexed: 11/06/2022]
Abstract
Background Lung adenocarcinoma (LUAD) is the most common malignant cancer in humans and because of low long-term survival rates, exploration of the molecular mechanisms underlying its progression, as well as novel prognostic predictors, is urgently needed. B3GNT3, a type II transmembrane protein located in the Golgi apparatus, is essential for forming extended core 1 oligosaccharides and is reportedly involved in malignant transformation. Methods The Cancer Genome Atlas (TCGA) and GSE68465 were used to analyze the expression of B3GNT3 in LUAD and normal tissues and overall survival. Real time quantitative polymerase chain reaction (qPCR) and western blot were conducted to measure the mRNA and protein levels of B3GNT3, respectively. Functional enrichment of differentially expressed genes was explored using Gene Ontology and Kyoto Encyclopedia of Genes and Genomes pathway analyses. We performed univariate and multivariate Cox regression analyses and a meta-analysis to reveal an independent factor for LUAD. We evaluated the correlation between immune infiltration levels and cumulative survival in the TIMER database. The correlation between B3GNT3 and immune cell infiltration was assessed via Cell-type Identification by Estimating Relative Subsets of RNA Transcripts (CIBERSORT). The association of DNA methylation of B3GNT3 and prognosis was determined. A nomogram that incorporated expression and clinical features was additionally built for prognostic prediction. Cell proliferation, cloning, and invasion were conducted to validate the roles of B3GNT3 in LUAD. Results B3GNT3 was more highly expressed in LUAD tissues than in normal lung tissues, consistent with the mRNA and protein levels in LUAD cells. B3GNT3 was an independent factor for LUAD. Moreover, the levels of B3GNT3 were related to immune cell infiltration in LUAD microenvironments. DNA methylation of B3GNT3 correlated with the mRNA of B3GNT and overall survival of LUAD patients. The expression of B3GNT3 was highly valuable for the prediction of diagnosis. Knockdown of B3GNT3 inhibited LUAD cell viability and cloning ability, and hindered invasion. Conclusions B3GNT3 was highly associated with immune cell infiltration, acting as an important biomarker for the prognosis and diagnosis of LUAD.
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Affiliation(s)
- Yuanzhou Wu
- Department of Thoracic Surgery, Zhujiang Hospital, Southern Medical University, Guangzhou, China
| | - Jianmin Luo
- Department of Thoracic Surgery, Zhujiang Hospital, Southern Medical University, Guangzhou, China
| | - Hui Li
- Department of Thoracic Surgery, Zhujiang Hospital, Southern Medical University, Guangzhou, China
| | - Yang Huang
- Department of Thoracic Surgery, Zhujiang Hospital, Southern Medical University, Guangzhou, China
| | - Yaru Zhu
- Department of Critical Care Medicine, Zhujiang Hospital, Southern Medical University, Guangzhou, China
| | - Qunqing Chen
- Department of Thoracic Surgery, Zhujiang Hospital, Southern Medical University, Guangzhou, China
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22
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Transcriptome of human neuroblastoma SH-SY5Y cells in response to 2B protein of enterovirus-A71. Sci Rep 2022; 12:1765. [PMID: 35110649 PMCID: PMC8810792 DOI: 10.1038/s41598-022-05904-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/17/2021] [Accepted: 01/19/2022] [Indexed: 11/09/2022] Open
Abstract
Infection with enterovirus-A71 (EV-A71) can cause hand-foot-mouth disease associated with fatal neurological complications. The host response to EV-A71 has not yet been fully elucidated, thus, hampering the development of a precise therapeutic approach. A nonstructural 2B protein of EV-A71 has been reported to involve with calcium dysregulation and apoptosis induction in human neuroblastoma SH-SY5Y cells. However, the molecular mechanism has not been delineated. To address this, comprehensive study of the gene expression from SH-SY5Y cells transfected with EV-A71 2B was carried out by RNA sequencing and transcriptomic analysis. It was found that the signature of the upregulated genes of SH-SY5Y cells expressing EV-A71 2B involved the Ca2+-related signaling pathways participating gene expression, inflammatory response, apoptosis, and long-term potentiation of the neuron. Protein-protein interaction network analysis revealed that the products encoded by CCL2, RELB, BIRC3, and TNFRSF9 were the most significant hub proteins in the network. It indicated that EV-A71 2B protein might play a role in immunopathogenesis of the central nervous system (CNS) which probably associated with the non-canonical NF-κB pathway. The data suggest that transcriptomic profiling can provide novel information source for studying the neuropathogenesis of EV-A71 infection leading to development of an effective therapeutic measure for CNS complications.
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23
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Nanamori H, Sawada Y. Epigenetic Modification of PD-1/PD-L1-Mediated Cancer Immunotherapy against Melanoma. Int J Mol Sci 2022; 23:ijms23031119. [PMID: 35163049 PMCID: PMC8835029 DOI: 10.3390/ijms23031119] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/16/2021] [Revised: 01/10/2022] [Accepted: 01/19/2022] [Indexed: 02/06/2023] Open
Abstract
Malignant melanoma is one of the representative skin cancers with unfavorable clinical behavior. Immunotherapy is currently used for the treatment, and it dramatically improves clinical outcomes in patients with advanced malignant melanoma. On the other hand, not all these patients can obtain therapeutic efficacy. To overcome this limitation of current immunotherapy, epigenetic modification is a highlighted issue for clinicians. Epigenetic modification is involved in various physiological and pathological conditions in the skin. Recent studies identified that skin cancer, especially malignant melanoma, has advantages in tumor development, indicating that epigenetic manipulation for regulation of gene expression in the tumor can be expected to result in additional therapeutic efficacy during immunotherapy. In this review, we focus on the detailed molecular mechanism of epigenetic modification in immunotherapy, especially anti-PD-1/PD-L1 antibody treatment for malignant melanoma.
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24
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Enhancing Therapeutic Approaches for Melanoma Patients Targeting Epigenetic Modifiers. Cancers (Basel) 2021; 13:cancers13246180. [PMID: 34944799 PMCID: PMC8699560 DOI: 10.3390/cancers13246180] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/27/2021] [Revised: 11/30/2021] [Accepted: 12/03/2021] [Indexed: 12/25/2022] Open
Abstract
Melanoma is the least common but deadliest type of skin cancer. Melanomagenesis is driven by a series of mutations and epigenetic alterations in oncogenes and tumor suppressor genes that allow melanomas to grow, evolve, and metastasize. Epigenetic alterations can also lead to immune evasion and development of resistance to therapies. Although the standard of care for melanoma patients includes surgery, targeted therapies, and immune checkpoint blockade, other therapeutic approaches like radiation therapy, chemotherapy, and immune cell-based therapies are used for patients with advanced disease or unresponsive to the conventional first-line therapies. Targeted therapies such as the use of BRAF and MEK inhibitors and immune checkpoint inhibitors such as anti-PD-1 and anti-CTLA4 only improve the survival of a small subset of patients. Thus, there is an urgent need to identify alternative standalone or combinatorial therapies. Epigenetic modifiers have gained attention as therapeutic targets as they modulate multiple cellular and immune-related processes. Due to melanoma's susceptibility to extrinsic factors and reversible nature, epigenetic drugs are investigated as a therapeutic avenue and as adjuvants for targeted therapies and immune checkpoint inhibitors, as they can sensitize and/or reverse resistance to these therapies, thus enhancing their therapeutic efficacy. This review gives an overview of the role of epigenetic changes in melanoma progression and resistance. In addition, we evaluate the latest advances in preclinical and clinical research studying combinatorial therapies and discuss the use of epigenetic drugs such as HDAC and DNMT inhibitors as potential adjuvants for melanoma patients.
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25
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Xu Y, Zheng J, Cai Z, Li W, Köhler J, Dai Y, Cheng X, Wu T, Zhang F, Wang H. Therapeutic Response-Based Reclassification of Multiple Tumor Subtypes Reveals Intrinsic Molecular Concordance of Therapy Across Histologically Disparate Cancers. Front Cell Dev Biol 2021; 9:773101. [PMID: 34869372 PMCID: PMC8632957 DOI: 10.3389/fcell.2021.773101] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/09/2021] [Accepted: 10/22/2021] [Indexed: 11/13/2022] Open
Abstract
Cancers that are histologically defined as the same type of cancer often need a distinct therapy based on underlying heterogeneity; likewise, histologically disparate cancers can require similar treatment approaches due to intrinsic similarities. A comprehensive analysis integrated with drug response data and molecular alterations, particularly to reveal therapeutic concordance mechanisms across histologically disparate tumor subtypes, has not yet been fully exploited. In this study, we integrated pharmacological, genomic, and transcriptomic profiling data provided from the Cancer Genome Project (CGP) in a systematic in silico investigation of the pharmacological subtypes of cancers and the intrinsic concordance of molecular mechanisms leading to similar therapeutic responses across histologically disparate tumor subtypes. We further developed a novel approach to redefine cell-to-cell similarity and drug-to-drug similarity from the therapeutic concordance, providing a new point of view to study cancer heterogeneity. This study demonstrates how pharmacological and omics data can be used to systematically classify cancers in terms of response to various compounds and provides us with a purely therapy-oriented perspective to view tumor classifications independent of histology subtypes. The knowledge of pharmacological subtypes of 367 drugs are available via our website (http://www.hywanglab.cn/dtdb/), providing the resources for precision medicine in the perspective of therapeutic response-based re-classification of tumor.
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Affiliation(s)
- Yue Xu
- School of Life Sciences and Technology, Tongji University, Shanghai, China
| | - Jie Zheng
- School of Life Sciences and Technology, Tongji University, Shanghai, China
| | - Zhaoqing Cai
- School of Life Sciences and Technology, Tongji University, Shanghai, China
| | - Wang Li
- Department of Thoracic Surgery, Shanghai Pulmonary Hospital, Tongji University School of Medicine, Shanghai, China
| | - Jens Köhler
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, United States
| | - Yao Dai
- School of Life Sciences and Technology, Tongji University, Shanghai, China
| | - Xiaojie Cheng
- School of Life Sciences and Technology, Tongji University, Shanghai, China
| | - Tao Wu
- School of Life Sciences and Technology, Tongji University, Shanghai, China
| | - Fan Zhang
- School of Life Sciences and Technology, Tongji University, Shanghai, China.,Department of Thoracic Surgery, Shanghai Pulmonary Hospital, Tongji University School of Medicine, Shanghai, China
| | - Haiyun Wang
- School of Life Sciences and Technology, Tongji University, Shanghai, China
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26
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Long Q, Huang C, Huang J, Meng Q, Cheng Y, Li Y, He L, Chen M, Zhang C, Wang X, Zhu W, Peng J, Shi D, Zheng F, Dong P, Deng W. Prognostic value of JAK3 promoter methylation and mRNA expression in clear cell renal cell carcinoma. J Adv Res 2021; 40:153-166. [PMID: 36100323 PMCID: PMC9481962 DOI: 10.1016/j.jare.2021.11.016] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/28/2021] [Revised: 10/13/2021] [Accepted: 11/24/2021] [Indexed: 11/30/2022] Open
Affiliation(s)
- Qian Long
- Sun Yat-sen University Cancer Center, State Key Laboratory of Oncology in South China, Collaborative Innovation Center of Cancer Medicine, Guangzhou, China
| | - Chunyu Huang
- Sun Yat-sen University Cancer Center, State Key Laboratory of Oncology in South China, Collaborative Innovation Center of Cancer Medicine, Guangzhou, China
| | - Jinsheng Huang
- Sun Yat-sen University Cancer Center, State Key Laboratory of Oncology in South China, Collaborative Innovation Center of Cancer Medicine, Guangzhou, China
| | - Qi Meng
- Sun Yat-sen University Cancer Center, State Key Laboratory of Oncology in South China, Collaborative Innovation Center of Cancer Medicine, Guangzhou, China
| | - Yanjun Cheng
- Reproductive Center, Shenzhen Maternity & Child Healthcare Hospital, China
| | - Yilin Li
- Sun Yat-sen University Cancer Center, State Key Laboratory of Oncology in South China, Collaborative Innovation Center of Cancer Medicine, Guangzhou, China
| | - Liru He
- Sun Yat-sen University Cancer Center, State Key Laboratory of Oncology in South China, Collaborative Innovation Center of Cancer Medicine, Guangzhou, China
| | - Miao Chen
- Sun Yat-sen University Cancer Center, State Key Laboratory of Oncology in South China, Collaborative Innovation Center of Cancer Medicine, Guangzhou, China
| | - Changlin Zhang
- The Seventh Affiliated Hospital, Sun Yat-sen University, Shenzhen, China
| | - Xiaonan Wang
- Sun Yat-sen University Cancer Center, State Key Laboratory of Oncology in South China, Collaborative Innovation Center of Cancer Medicine, Guangzhou, China
| | - Wancui Zhu
- Sun Yat-sen University Cancer Center, State Key Laboratory of Oncology in South China, Collaborative Innovation Center of Cancer Medicine, Guangzhou, China
| | - Jin Peng
- Sun Yat-sen University Cancer Center, State Key Laboratory of Oncology in South China, Collaborative Innovation Center of Cancer Medicine, Guangzhou, China
| | - Dingbo Shi
- Sun Yat-sen University Cancer Center, State Key Laboratory of Oncology in South China, Collaborative Innovation Center of Cancer Medicine, Guangzhou, China
| | - Fufu Zheng
- The First Affiliated Hospital, Sun Yat-sen University, Guangzhou, China.
| | - Pei Dong
- Sun Yat-sen University Cancer Center, State Key Laboratory of Oncology in South China, Collaborative Innovation Center of Cancer Medicine, Guangzhou, China.
| | - Wuguo Deng
- Sun Yat-sen University Cancer Center, State Key Laboratory of Oncology in South China, Collaborative Innovation Center of Cancer Medicine, Guangzhou, China.
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27
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He Y, Lu M, Che J, Chu Q, Zhang P, Chen Y. Biomarkers and Future Perspectives for Hepatocellular Carcinoma Immunotherapy. Front Oncol 2021; 11:716844. [PMID: 34552872 PMCID: PMC8450565 DOI: 10.3389/fonc.2021.716844] [Citation(s) in RCA: 14] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/29/2021] [Accepted: 08/18/2021] [Indexed: 12/11/2022] Open
Abstract
Hepatocellular cancer is the sixth most frequently diagnosed malignant disease worldwide, and was responsible for tens of millions of deaths in 2020; however, treatment options for patients with advanced hepatocellular carcinoma remain limited. Immunotherapy has undergone rapid development over recent years, especially in the field of immune checkpoint inhibitors (ICIs). These drugs aim to activate and enhance antitumor immunity and represent a new prospect for the treatment of patients with advanced cancer. Nevertheless, only a small proportion of liver cancer patients currently benefit from ICI-based treatment, highlighting the need to better understand how ICIs and tumors interact, as well as identify predictive biomarkers for immunotherapeutic responses. In this review, we highlight clinical trials and basic research in hepatocellular carcinoma, with a particular focus on predictive biomarkers for the therapeutic efficacy of ICIs. Predictive biomarkers for immune-related adverse events are also discussed.
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Affiliation(s)
- Yuqing He
- Department of Oncology, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Mengyao Lu
- Department of Oncology, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Jing Che
- College of Life Sciences, Wuhan University, Wuhan, China
| | - Qian Chu
- Department of Oncology, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Peng Zhang
- Department of Oncology, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Yuan Chen
- Department of Oncology, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
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28
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Mascarelli DE, Rosa RSM, Toscaro JM, Semionatto IF, Ruas LP, Fogagnolo CT, Lima GC, Bajgelman MC. Boosting Antitumor Response by Costimulatory Strategies Driven to 4-1BB and OX40 T-cell Receptors. Front Cell Dev Biol 2021; 9:692982. [PMID: 34277638 PMCID: PMC8277962 DOI: 10.3389/fcell.2021.692982] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/09/2021] [Accepted: 05/27/2021] [Indexed: 01/01/2023] Open
Abstract
Immunotherapy explores several strategies to enhance the host immune system’s ability to detect and eliminate cancer cells. The use of antibodies that block immunological checkpoints, such as anti–programed death 1/programed death 1 ligand and cytotoxic T-lymphocyte–associated protein 4, is widely recognized to generate a long-lasting antitumor immune response in several types of cancer. Evidence indicates that the elimination of tumors by T cells is the key for tumor control. It is well known that costimulatory and coinhibitory pathways are critical regulators in the activation of T cells. Besides blocking checkpoints inhibitors, the agonistic signaling on costimulatory molecules also plays an important role in T-cell activation and antitumor response. Therefore, molecules driven to costimulatory pathways constitute promising targets in cancer therapy. The costimulation of tumor necrosis factor superfamily receptors on lymphocytes surface may transduce signals that control the survival, proliferation, differentiation, and effector functions of these immune cells. Among the members of the tumor necrosis factor receptor superfamily, there are 4-1BB and OX40. Several clinical studies have been carried out targeting these molecules, with agonist monoclonal antibodies, and preclinical studies exploring their ligands and other experimental approaches. In this review, we discuss functional aspects of 4-1BB and OX40 costimulation, as well as the progress of its application in immunotherapies.
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Affiliation(s)
- Daniele E Mascarelli
- Brazilian Biosciences National Laboratory (LNBio), Brazilian Center for Research in Energy and Materials (CNPEM), Campinas, Brazil.,Faculty of Pharmaceutical Sciences, University of Campinas, Campinas, Brazil
| | - Rhubia S M Rosa
- Brazilian Biosciences National Laboratory (LNBio), Brazilian Center for Research in Energy and Materials (CNPEM), Campinas, Brazil.,Faculty of Pharmaceutical Sciences, University of Campinas, Campinas, Brazil
| | - Jessica M Toscaro
- Brazilian Biosciences National Laboratory (LNBio), Brazilian Center for Research in Energy and Materials (CNPEM), Campinas, Brazil.,Medical School, University of Campinas (UNICAMP), Campinas, Brazil
| | - Isadora F Semionatto
- Brazilian Biosciences National Laboratory (LNBio), Brazilian Center for Research in Energy and Materials (CNPEM), Campinas, Brazil.,Faculty of Pharmaceutical Sciences, University of Campinas, Campinas, Brazil
| | - Luciana P Ruas
- Brazilian Biosciences National Laboratory (LNBio), Brazilian Center for Research in Energy and Materials (CNPEM), Campinas, Brazil
| | - Carolinne T Fogagnolo
- Brazilian Biosciences National Laboratory (LNBio), Brazilian Center for Research in Energy and Materials (CNPEM), Campinas, Brazil.,Medical School of Ribeirão Preto (FMRP), University of São Paulo, Ribeirão Preto, Brazil
| | - Gabriel C Lima
- Brazilian Biosciences National Laboratory (LNBio), Brazilian Center for Research in Energy and Materials (CNPEM), Campinas, Brazil.,Pro Rectory of Graduation, University of São Paulo, São Paulo, Brazil
| | - Marcio C Bajgelman
- Brazilian Biosciences National Laboratory (LNBio), Brazilian Center for Research in Energy and Materials (CNPEM), Campinas, Brazil.,Faculty of Pharmaceutical Sciences, University of Campinas, Campinas, Brazil.,Medical School, University of Campinas (UNICAMP), Campinas, Brazil
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29
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Li X, He Z, Zhang J, Han Y. Identification of crucial noncoding RNAs and mRNAs in hypertrophic scars via RNA sequencing. FEBS Open Bio 2021; 11:1673-1684. [PMID: 33932142 PMCID: PMC8167876 DOI: 10.1002/2211-5463.13167] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/30/2020] [Revised: 03/04/2021] [Accepted: 04/14/2021] [Indexed: 12/22/2022] Open
Abstract
Hypertrophic scarring (HS) is a dermal fibroproliferative disorder characterized by excessive deposition of collagen and other extracellular matrix components. The aim of this study is to explore crucial long noncoding RNAs (lncRNAs) and circular RNAs (circRNAs) associated with HS and provide a better understanding of the molecular mechanism of HS. To investigate the lncRNA, circRNA and mRNA expression profiles, we performed RNA sequencing of human HS and normal skin tissues. After the identification of differentially expressed mRNAs (DEmRNAs), lncRNAs (DElncRNAs) and circRNAs (DEcircRNAs), we performed functional enrichment of DEmRNAs. Further on, we constructed DElncRNA/DEcircRNA–DEmRNA coexpression networks and competing endogenous RNA regulatory networks, and performed functional analyses of the DEmRNAs in the constructed networks. In total, 487 DEmRNAs, 92 DElncRNAs and 17 DEcircRNAs were identified. DEmRNAs were significantly enriched in processes such as collagen fibril organization, extracellular matrix–receptor interaction and the phosphatidylinositol 3‐kinase (PI3K)–Akt signaling pathway. In addition, we detected 580 DElncRNA–DEmRNA and 505 DEcircRNA–DEmRNA coexpression pairs. The competing endogenous RNA network contained 18 circRNA–microRNA (miRNA) pairs, 18 lncRNA–miRNA pairs and 409 miRNA–mRNA pairs, including 10 circRNAs, 5 lncRNAs, 15 miRNAs and 160 mRNAs. We concluded that MIR503HG/hsa‐miR‐204‐3p/ACAN, MIR503HG/hsa‐miR‐431‐5p/TNFRSF9, MEG3/hsa‐miR‐6884‐5p/ADAMTS14, AC000035.1‐ADAMTS14 and hsa_circ_0069865‐COMP/ADAM12 interaction pairs may play a central role in HS.
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Affiliation(s)
- Xiaodong Li
- Department of Burn and Plastic Surgery, The 980st Hospital of the PLA Joint Logistics Support Force, Shijiazhuang, China.,Department of Plastic and Reconstructive Surgery, The First Medical Center, Chinese PLA General Hospital, Beijing, China
| | - Zeliang He
- Department of Burn and Plastic Surgery, The 980st Hospital of the PLA Joint Logistics Support Force, Shijiazhuang, China
| | - Julei Zhang
- Department of Burn and Plastic Surgery, The 980st Hospital of the PLA Joint Logistics Support Force, Shijiazhuang, China
| | - Yan Han
- Department of Plastic and Reconstructive Surgery, The First Medical Center, Chinese PLA General Hospital, Beijing, China
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CD137 + T-Cells: Protagonists of the Immunotherapy Revolution. Cancers (Basel) 2021; 13:cancers13030456. [PMID: 33530328 PMCID: PMC7866028 DOI: 10.3390/cancers13030456] [Citation(s) in RCA: 16] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/01/2020] [Revised: 01/06/2021] [Accepted: 01/23/2021] [Indexed: 12/31/2022] Open
Abstract
Simple Summary The CD137 receptor is expressed by activated antigen-specific T-cells. CD137+ T-cells were identified inside TILs and PBMCs of different tumor types and have proven to be the naturally occurring antitumor effector cells, capable of expressing a wide variability in terms of TCR specificity against both shared and neoantigenic tumor-derived peptides. The aim of this review is thus summarizing and highlighting their role as drivers of patients’ immune responses in anticancer therapies as well as their potential role in future and current strategies of immunotherapy. Abstract The CD137 receptor (4-1BB, TNF RSF9) is an activation induced molecule expressed by antigen-specific T-cells. The engagement with its ligand, CD137L, is capable of increasing T-cell survival, proliferation, and cytokine production. This allowed to identify the CD137+ T-cells as the real tumor-specific activated T-cell population. In fact, these cells express various TCRs that are specific for a wide range of tumor-derived peptides, both shared and neoantigenic ones. Moreover, their prevalence in sites close to the tumor and their unicity in killing cancer cells both in vitro and in vivo, raised particular interest in studying their potential role in different strategies of immunotherapy. They indeed showed to be a reliable marker able to predict patient’s outcome to immune-based therapies as well as monitor their response. In addition, the possibility of isolating and expanding this population, turned promising in order to generate effector antitumor T-cells in the context of adoptive T-cell therapies. CD137-targeting monoclonal antibodies have already shown their antitumor efficacy in cancer patients and a number of clinical trials are thus ongoing to test their possible introduction in different combination approaches of immunotherapy. Finally, the intracellular domain of the CD137 receptor was introduced in the anti-CD19 CAR-T cells that were approved by FDA for the treatment of pediatric B-cell leukemia and refractory B-cell lymphoma.
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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: 22] [Impact Index Per Article: 7.3] [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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32
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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: 1.8] [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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Berbers RM, Drylewicz J, Ellerbroek PM, van Montfrans JM, Dalm VASH, van Hagen PM, Keller B, Warnatz K, van de Ven A, van Laar JM, Nierkens S, Leavis HL. Targeted Proteomics Reveals Inflammatory Pathways that Classify Immune Dysregulation in Common Variable Immunodeficiency. J Clin Immunol 2020; 41:362-373. [PMID: 33190167 PMCID: PMC7858548 DOI: 10.1007/s10875-020-00908-1] [Citation(s) in RCA: 19] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/21/2020] [Accepted: 11/03/2020] [Indexed: 12/15/2022]
Abstract
Patients with common variable immunodeficiency (CVID) can develop immune dysregulation complications such as autoimmunity, lymphoproliferation, enteritis, and malignancy, which cause significant morbidity and mortality. We aimed to (i) assess the potential of serum proteomics in stratifying patients with immune dysregulation using two independent cohorts and (ii) identify cytokine and chemokine signaling pathways that underlie immune dysregulation in CVID. A panel of 180 markers was measured in two multicenter CVID cohorts using Olink Protein Extension Assay technology. A classification algorithm was trained to distinguish CVID with immune dysregulation (CVIDid, n = 14) from CVID with infections only (CVIDio, n = 16) in the training cohort, and validated on a second testing cohort (CVIDid n = 23, CVIDio n = 24). Differential expression in both cohorts was used to determine relevant signaling pathways. An elastic net classifier using MILR1, LILRB4, IL10, IL12RB1, and CD83 could discriminate between CVIDid and CVIDio patients with a sensitivity of 0.83, specificity of 0.75, and area under the curve of 0.73 in an independent testing cohort. Activated pathways (fold change > 1.5, FDR-adjusted p < 0.05) in CVIDid included Th1 and Th17-associated signaling, as well as IL10 and other immune regulatory markers (LAG3, TNFRSF9, CD83). Targeted serum proteomics provided an accurate and reproducible tool to discriminate between patients with CVIDid and CVIDio. Cytokine profiles provided insight into activation of Th1 and Th17 pathways and indicate a possible role for chronic inflammation and exhaustion in immune dysregulation. These findings serve as a first step towards the development of biomarkers for immune dysregulation in CVID.
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Affiliation(s)
- Roos-Marijn Berbers
- Department of Rheumatology & Clinical Immunology, University Medical Center Utrecht and Utrecht University, Heidelberglaan 100, 3584 CX, Utrecht, The Netherlands
| | - Julia Drylewicz
- Center for Translational Immunology, University Medical Center Utrecht and Utrecht University, Utrecht, The Netherlands
| | - Pauline M Ellerbroek
- Department of Internal Medicine and Infectious Diseases, University Medical Center Utrecht and Utrecht University, Utrecht, The Netherlands
| | - Joris M van Montfrans
- Department of Pediatric Immunology and Infectious Diseases, University Medical Center Utrecht and Utrecht University, Utrecht, The Netherlands
| | - Virgil A S H Dalm
- Department of Internal Medicine, Division of Clinical Immunology; Department of Immunology; Academic Center for Rare Immunological Diseases (RIDC), Erasmus University Medical Center Rotterdam, Rotterdam, The Netherlands
| | - P Martin van Hagen
- Department of Internal Medicine, Division of Clinical Immunology; Department of Immunology; Academic Center for Rare Immunological Diseases (RIDC), Erasmus University Medical Center Rotterdam, Rotterdam, The Netherlands
| | - Baerbel Keller
- Department of Rheumatology and Clinical Immunology, Medical Center - University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany.,Center for Chronic Immunodeficiency (CCI), Medical Center - University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
| | - Klaus Warnatz
- Department of Rheumatology and Clinical Immunology, Medical Center - University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany.,Center for Chronic Immunodeficiency (CCI), Medical Center - University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
| | - Annick van de Ven
- Departments of Internal Medicine and Allergology, Rheumatology and Clinical Immunology, University Medical Center Groningen, Groningen, The Netherlands
| | - Jaap M van Laar
- Department of Rheumatology & Clinical Immunology, University Medical Center Utrecht and Utrecht University, Heidelberglaan 100, 3584 CX, Utrecht, The Netherlands
| | - Stefan Nierkens
- Center for Translational Immunology, University Medical Center Utrecht and Utrecht University, Utrecht, The Netherlands
| | - Helen L Leavis
- Department of Rheumatology & Clinical Immunology, University Medical Center Utrecht and Utrecht University, Heidelberglaan 100, 3584 CX, Utrecht, The Netherlands.
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Fröhlich A, Sirokay J, Fietz S, Vogt TJ, Dietrich J, Zarbl R, Florin M, Kuster P, Saavedra G, Valladolid SR, Hoffmann F, Flatz L, Ring SS, Golletz C, Pietsch T, Strieth S, Brossart P, Gielen GH, Kristiansen G, Bootz F, Landsberg J, Dietrich D. Molecular, clinicopathological, and immune correlates of LAG3 promoter DNA methylation in melanoma. EBioMedicine 2020; 59:102962. [PMID: 32861198 PMCID: PMC7475111 DOI: 10.1016/j.ebiom.2020.102962] [Citation(s) in RCA: 27] [Impact Index Per Article: 6.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/19/2020] [Revised: 08/03/2020] [Accepted: 08/04/2020] [Indexed: 12/26/2022] Open
Abstract
Background The co-receptor lymphocyte-activation gene-3 (LAG3, LAG-3, CD223) is a potential target for immune checkpoint inhibition immunotherapies. However, little is known about the biological and clinical significance of LAG3 DNA methylation in melanoma and its microenvironment. Methods We evaluated LAG3 promoter and gene body methylation in a cohort of N = 470 melanoma patients obtained from The Cancer Genome Atlas (TCGA cohort), an independent cohort of N = 120 patients from the University Hospital Bonn, and in subsets of peripheral blood leukocytes, melanocytes, and melanoma cell lines. We validated the association of LAG3 methylation with mRNA expression in vitro in the melanoma cell line A375 treated with the hypomethylating agent 5-azacytidine and stimulated with interferon-γ. Finally, we investigated correlations between LAG3 methylation and progression-free survival in patients treated with immune checkpoint blockade (ICB cohort, N = 118). Findings Depending on the analysed locus (promoter, gene body) we found region-dependent significant LAG3 methylation differences between monocytes, B cells, CD8+ and CD4+ T cells, regulatory T cells, melanocytes, and melanoma cell lines. In tumor tissues, methylation correlated significantly with LAG3 mRNA expression, immune cell infiltrates (histopathologic lymphocyte score and RNA-Seq signatures of distinct immune infiltrates), and an interferon-γ signature. Finally, LAG3 methylation was associated with overall survival in the TCGA cohort and progression-free survival in the ICB cohort. We detected basal LAG3 mRNA expression in the melanoma cell A375 and an interferon-γ inducible expression after demethylation with 5-azacytidine. Interpretation Our study points towards an epigenetic regulation of LAG3 via promoter methylation and suggests a prognostic and predictive significance of LAG3 methylation in melanoma. Our results give insight in the tumor cell-intrinsic transcriptional regulation of LAG3 in melanoma. In perspective, our results might pave the way for investigating LAG3 methylation as a predictive biomarker for response to anti-LAG3 immune checkpoint blockage. Funding A full list of funding bodies that contributed to this study can be found in the Acknowledgements section.
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Affiliation(s)
- Anne Fröhlich
- Department of Dermatology and Allergy, University of Bonn, Bonn, Germany
| | - Judith Sirokay
- Department of Dermatology and Allergy, University of Bonn, Bonn, Germany
| | - Simon Fietz
- Department of Dermatology and Allergy, University of Bonn, Bonn, Germany; Department of Otolaryngology, Head and Neck Surgery, University Hospital Bonn, Sigmund-Freud-Str. 25, 53105 Bonn, Germany
| | - Timo J Vogt
- Department of Otolaryngology, Head and Neck Surgery, University Hospital Bonn, Sigmund-Freud-Str. 25, 53105 Bonn, Germany
| | - Jörn Dietrich
- Department of Otolaryngology, Head and Neck Surgery, University Hospital Bonn, Sigmund-Freud-Str. 25, 53105 Bonn, Germany
| | - Romina Zarbl
- Department of Otolaryngology, Head and Neck Surgery, University Hospital Bonn, Sigmund-Freud-Str. 25, 53105 Bonn, Germany
| | - Mike Florin
- Department of Dermatology and Allergy, University of Bonn, Bonn, Germany; Department of Otolaryngology, Head and Neck Surgery, University Hospital Bonn, Sigmund-Freud-Str. 25, 53105 Bonn, Germany
| | - Pia Kuster
- Department of Dermatology and Allergy, University of Bonn, Bonn, Germany
| | - Gonzalo Saavedra
- Department of Dermatology and Allergy, University of Bonn, Bonn, Germany; Department of Otolaryngology, Head and Neck Surgery, University Hospital Bonn, Sigmund-Freud-Str. 25, 53105 Bonn, Germany
| | - Susana Ramírez Valladolid
- Department of Dermatology and Allergy, University of Bonn, Bonn, Germany; Department of Otolaryngology, Head and Neck Surgery, University Hospital Bonn, Sigmund-Freud-Str. 25, 53105 Bonn, Germany
| | | | - Lukas Flatz
- Institute of Immunobiology, Kantonsspital St Gallen, St Gallen, Switzerland.; Department of Oncology and Haematology, Kantonsspital St Gallen, St Gallen, Switzerland; Department of Dermatology, University Hospital Zurich, Zurich, Switzerland; Department of Dermatology and Allergology, Kantonsspital St Gallen, St Gallen, Switzerland
| | - Sandra S Ring
- Institute of Immunobiology, Kantonsspital St Gallen, St Gallen, Switzerland.; Microbiology and Immunology PhD Program, University of Zurich, Zurich, Switzerland
| | - Carsten Golletz
- Institute of Pathology, University Hospital Bonn, Bonn, Germany
| | - Torsten Pietsch
- Institute of Neuropathology, University Hospital Bonn, Bonn, Germany
| | - Sebastian Strieth
- Department of Otolaryngology, Head and Neck Surgery, University Hospital Bonn, Sigmund-Freud-Str. 25, 53105 Bonn, Germany
| | - Peter Brossart
- Department of Oncology, Hematology and Rheumatology, University Hospital Bonn, Bonn, Germany
| | - Gerrit H Gielen
- Institute of Neuropathology, University Hospital Bonn, Bonn, Germany
| | | | - Friedrich Bootz
- Department of Otolaryngology, Head and Neck Surgery, University Hospital Bonn, Sigmund-Freud-Str. 25, 53105 Bonn, Germany
| | - Jennifer Landsberg
- Department of Dermatology and Allergy, University of Bonn, Bonn, Germany
| | - Dimo Dietrich
- Department of Otolaryngology, Head and Neck Surgery, University Hospital Bonn, Sigmund-Freud-Str. 25, 53105 Bonn, Germany.
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Kim JY, Choi JK, Jung H. Genome-wide methylation patterns predict clinical benefit of immunotherapy in lung cancer. Clin Epigenetics 2020; 12:119. [PMID: 32762727 PMCID: PMC7410160 DOI: 10.1186/s13148-020-00907-4] [Citation(s) in RCA: 43] [Impact Index Per Article: 10.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/28/2020] [Accepted: 07/20/2020] [Indexed: 02/06/2023] Open
Abstract
Background It is crucial to unravel molecular determinants of responses to immune checkpoint blockade (ICB) therapy because only a small subset of advanced non-small cell lung cancer (NSCLC) patients responds to ICB therapy. Previous studies were concentrated on genomic and transcriptomic markers (e.g., mutation burden and immune gene expression). However, these markers are not sufficient to accurately predict a response to ICB therapy. Results Here, we analyzed DNA methylomes of 141 advanced NSCLC samples subjected to ICB therapy (i.e., anti-programmed death-1) from two independent cohorts (60 and 81 patients from our and IDIBELL cohorts). Integrative analysis of patients with matched transcriptome data in our cohort (n = 28) at pathway level revealed significant overlaps between promoter hypermethylation and transcriptional repression in nonresponders relative to responders. Fifteen immune-related pathways, including interferon signaling, were identified to be enriched for both hypermethylation and repression. We built a reliable prognostic risk model based on eight genes using LASSO model and successfully validated the model in independent cohorts. Furthermore, we found 30 survival-associated molecular interaction networks, in which two or three hypermethylated genes showed significant mutual exclusion across nonresponders. Conclusions Our study demonstrates that methylation patterns can provide insight into molecular determinants underlying the clinical benefit of ICB therapy.
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Affiliation(s)
- Jeong Yeon Kim
- Department of Bio and Brain Engineering, KAIST, Daejeon, 34141, Republic of Korea
| | - Jung Kyoon Choi
- Department of Bio and Brain Engineering, KAIST, Daejeon, 34141, Republic of Korea. .,Penta Medix Co., Ltd., Seongnam-si, Gyeongi-do, 13449, Republic of Korea.
| | - Hyunchul Jung
- Department of Bio and Brain Engineering, KAIST, Daejeon, 34141, Republic of Korea. .,Cancer Ageing and Somatic Mutation Programme, Wellcome Sanger Institute, Cambridge, UK.
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36
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Villanueva L, Álvarez-Errico D, Esteller M. The Contribution of Epigenetics to Cancer Immunotherapy. Trends Immunol 2020; 41:676-691. [PMID: 32622854 DOI: 10.1016/j.it.2020.06.002] [Citation(s) in RCA: 136] [Impact Index Per Article: 34.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/23/2019] [Revised: 05/27/2020] [Accepted: 06/10/2020] [Indexed: 12/12/2022]
Abstract
Effective anticancer immunotherapy treatments constitute a qualitative leap in cancer management. Nonetheless, not all patients benefit from such therapies because they fail to achieve complete responses, suffer frequent relapses, or develop potentially life-threatening toxicities. Epigenomic signatures in immune and cancer cells appear to be accurate and promising predictors of patient outcomes with immunotherapy. In addition, combined treatments with epigenetic drugs can exploit the dynamic nature of epigenetic changes to potentially modulate responses to immunotherapy. Candidate epigenetic biomarkers may provide a rationale for patient stratification and precision medicine, thus maximizing the chances of treatment success while minimizing unwanted effects. We present a comprehensive up-to-date view of potential epigenetic biomarkers in immunotherapy and discuss their advantages over other indicators.
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Affiliation(s)
- Lorea Villanueva
- Josep Carreras Leukemia Research Institute (IJC), Badalona, Barcelona, Catalonia, Spain; Centro de Investigación Biomédica en Red Cancer (CIBERONC), Madrid, Spain
| | | | - Manel Esteller
- Josep Carreras Leukemia Research Institute (IJC), Badalona, Barcelona, Catalonia, Spain; Centro de Investigación Biomédica en Red Cancer (CIBERONC), Madrid, Spain; Institucio Catalana de Recerca i Estudis Avançats (ICREA), Barcelona, Catalonia, Spain; Physiological Sciences Department, School of Medicine and Health Sciences, University of Barcelona (UB), Barcelona, Catalonia, Spain.
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