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Routila E, Mahran R, Salminen S, Irjala H, Haapio E, Kytö E, Ventelä S, Petterson K, Routila J, Gidwani K, Leivo J. Identification of stemness-related glycosylation changes in head and neck squamous cell carcinoma. BMC Cancer 2024; 24:443. [PMID: 38600440 PMCID: PMC11005150 DOI: 10.1186/s12885-024-12161-5] [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: 12/15/2023] [Accepted: 03/21/2024] [Indexed: 04/12/2024] Open
Abstract
BACKGROUND Altered glycosylation is a hallmark of cancer associated with therapy resistance and tumor behavior. In this study, we investigated the glycosylation profile of stemness-related proteins OCT4, CIP2A, MET, and LIMA1 in HNSCC tumors. METHODS Tumor, adjacent normal tissue, and blood samples of 25 patients were collected together with clinical details. After tissue processing, lectin-based glycovariant screens were performed. RESULTS Strong correlation between glycosylation profiles of all four stemness-related proteins was observed in tumor tissue, whereas glycosylation in tumor tissue, adjacent normal tissue, and serum was differential. CONCLUSIONS A mannose- and galactose-rich glycosylation niche associated with stemness-related proteins was identified.
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Affiliation(s)
- E Routila
- Department of Life Technologies, University of Turku, Kiinamyllynkatu 10, 20520, Turku, Finland.
- InFLAMES Research Flagship, University of Turku, 20014, Turku, Finland.
- FICAN West Cancer Centre, Turku, Finland.
| | - R Mahran
- Department of Life Technologies, University of Turku, Kiinamyllynkatu 10, 20520, Turku, Finland
- FICAN West Cancer Centre, Turku, Finland
- Department of Chemistry, University of Turku, Henrikinkatu 2, 20500, Turku, Finland
| | - S Salminen
- Department of Life Technologies, University of Turku, Kiinamyllynkatu 10, 20520, Turku, Finland
- FICAN West Cancer Centre, Turku, Finland
| | - H Irjala
- Department for Otorhinolaryngology- Head and Neck surgery, University of Turku and Turku University Hospital, Savitehtaankatu 5, 20520, Turku, Finland
| | - E Haapio
- Department for Otorhinolaryngology- Head and Neck surgery, University of Turku and Turku University Hospital, Savitehtaankatu 5, 20520, Turku, Finland
| | - E Kytö
- Department for Otorhinolaryngology- Head and Neck surgery, University of Turku and Turku University Hospital, Savitehtaankatu 5, 20520, Turku, Finland
| | - S Ventelä
- FICAN West Cancer Centre, Turku, Finland
- Department for Otorhinolaryngology- Head and Neck surgery, University of Turku and Turku University Hospital, Savitehtaankatu 5, 20520, Turku, Finland
- Turku Bioscience Centre, University of Turku and Åbo Akademi University, Tykistökatu 6, 20520, Turku, Finland
| | - K Petterson
- Department of Life Technologies, University of Turku, Kiinamyllynkatu 10, 20520, Turku, Finland
| | - J Routila
- FICAN West Cancer Centre, Turku, Finland
- Department for Otorhinolaryngology- Head and Neck surgery, University of Turku and Turku University Hospital, Savitehtaankatu 5, 20520, Turku, Finland
| | - K Gidwani
- Department of Life Technologies, University of Turku, Kiinamyllynkatu 10, 20520, Turku, Finland
| | - J Leivo
- Department of Life Technologies, University of Turku, Kiinamyllynkatu 10, 20520, Turku, Finland
- InFLAMES Research Flagship, University of Turku, 20014, Turku, Finland
- FICAN West Cancer Centre, Turku, Finland
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Shen C, Zheng B, Chen Z, Zhang W, Chen X, Xu S, Ji J, Fang X, Shi C. Identification of prognostic models for glycosylation-related subtypes and tumor microenvironment infiltration characteristics in clear cell renal cell cancer. Heliyon 2024; 10:e27710. [PMID: 38515689 PMCID: PMC10955297 DOI: 10.1016/j.heliyon.2024.e27710] [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: 10/13/2023] [Revised: 03/04/2024] [Accepted: 03/05/2024] [Indexed: 03/23/2024] Open
Abstract
Background One of the most fatal forms of cancer of the urinary system, renal cell carcinoma (RCC), significantly negatively impacts human health. Recent research reveals that abnormal glycosylation contributes to the growth and spread of tumors. However, there is no information on the function of genes related to glycosylation in RCC. Methods In this study, we created a technique that can be used to guide the choice of immunotherapy and chemotherapy regimens for RCC patients while predicting their survival prognosis. The Cancer Genome Atlas (TCGA) provided us with patient information, while the GeneCards database allowed us to collect genes involved in glycosylation. GSE29609 was used as external validation to assess the accuracy of prognostic models. The "ConsensusClusterPlus" program created molecular subtypes based on genes relevant to glycosylation discovered using differential expression analysis and univariate Cox analysis. We examined immune cell infiltration as measured by estimate, CIBERSORT, TIMER, and ssGSEA algorithms, Tumor Immune Dysfunction and Exclusion (TIDE) and exclusion of tumour stemness indices (TSIs) based on glycosylation-related molecular subtypes and risk profiles. Stratification, somatic mutation, nomogram creation, and chemotherapy response prediction were carried out based on risk factors. Results We built and verified 16 gene signatures associated with the prognosis of ccRCC patients, which are independent prognostic variables, and identified glycosylation-related genes by bioinformatics research. Cluster 2 is associated with lower human leukocyte antigen expression, worse overall survival, higher immunological checkpoints, and higher immune escape scores. In addition, cluster 2 had significantly better angiogenic activity, mesenchymal EMT, and stem ability scores. Higher immune checkpoint genes and human leukocyte antigens are associated with lower overall survival and a higher risk score. Higher estimated and immune scores, lesser tumor purity, lower mesenchymal EMT, and higher stem scores were all characteristics of the high-risk group. High amounts of tumor-infiltrating lymphocytes, a high mutation load, and a high copy number alteration frequency were present in the high-risk group.Discussion.According to our research, the 16-gene prognostic signature may be helpful in predicting prognosis and developing individualized treatments for patients with renal clear cell carcinoma, which may result in new personalized management options for these patients.
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Affiliation(s)
- Cheng Shen
- Department of Urology, Affiliated Hospital 2 of Nantong University, China
- Medical Research Center, Affiliated Hospital 2 of Nantong University, China
| | - Bing Zheng
- Department of Urology, Affiliated Hospital 2 of Nantong University, China
| | - Zhan Chen
- Department of Urology, Affiliated Hospital 2 of Nantong University, China
- Medical Research Center, Affiliated Hospital 2 of Nantong University, China
| | - Wei Zhang
- Department of Urology, Affiliated Hospital 2 of Nantong University, China
| | - Xinfeng Chen
- Department of Urology, Affiliated Hospital 2 of Nantong University, China
| | - Siyang Xu
- Clinical Medicine Specialty, Xinglin College of Nantong University, China
| | - Jianfeng Ji
- Department of Burn and plastic surgery, Affiliated Hospital 2 of Nantong University, China
| | - Xingxing Fang
- Nephrology Department, Affiliated Hospital 2 of Nantong University, China
| | - Chunmei Shi
- Department of Urology, Affiliated Hospital 2 of Nantong University, China
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Cheng Y, Song Z, Chen J, Tang Z, Wang B. Molecular basis, potential biomarkers, and future prospects of OSCC and PD-1/PD-L1 related immunotherapy methods. Heliyon 2024; 10:e25895. [PMID: 38380036 PMCID: PMC10877294 DOI: 10.1016/j.heliyon.2024.e25895] [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: 12/29/2023] [Accepted: 02/05/2024] [Indexed: 02/22/2024] Open
Abstract
Oral squamous cell carcinoma (OSCC) affects a large number of individuals worldwide. Despite advancements in surgery, radiation, and chemotherapy, satisfactory outcomes have not been achieved. In recent years, the success of drugs targeting programmed cell death 1 (PD-1) and programmed cell death ligand 1 (PD-L1) has led to breakthroughs in cancer treatment, but systematic summaries on their effectiveness against OSCC are lacking. This article reviews the latest research on the PD-1/PD-L1 pathway and the potential of combination therapy based on this pathway in OSCC. Further, it explores the mechanisms involved in the interaction of this pathway with exosomes and protein-protein interactions, and concludes with potential future OSCC therapeutic strategies.
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Affiliation(s)
- Yuxi Cheng
- Xiangya Stomatological Hospital, Central South University, Changsha, 410008, China
- Xiangya School of Stomatology, Central South University, Changsha, 410008, China
- Clinical Research Center of Oral Major Diseases and Oral Health, 410008, Hunan, China
| | - Zhengzheng Song
- Xiangya Stomatological Hospital, Central South University, Changsha, 410008, China
- Xiangya School of Stomatology, Central South University, Changsha, 410008, China
- Clinical Research Center of Oral Major Diseases and Oral Health, 410008, Hunan, China
| | - Juan Chen
- Xiangya Stomatological Hospital, Central South University, Changsha, 410008, China
- Xiangya School of Stomatology, Central South University, Changsha, 410008, China
- Clinical Research Center of Oral Major Diseases and Oral Health, 410008, Hunan, China
| | - Zhangui Tang
- Xiangya Stomatological Hospital, Central South University, Changsha, 410008, China
- Xiangya School of Stomatology, Central South University, Changsha, 410008, China
- Clinical Research Center of Oral Major Diseases and Oral Health, 410008, Hunan, China
| | - Baisheng Wang
- Xiangya Stomatological Hospital, Central South University, Changsha, 410008, China
- Xiangya School of Stomatology, Central South University, Changsha, 410008, China
- Clinical Research Center of Oral Major Diseases and Oral Health, 410008, Hunan, China
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Hu H, He B, He M, Tao H, Li B. A glycosylation-related signature predicts survival in pancreatic cancer. Aging (Albany NY) 2023; 15:13710-13737. [PMID: 38048216 PMCID: PMC10756102 DOI: 10.18632/aging.205258] [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: 02/24/2023] [Accepted: 10/19/2023] [Indexed: 12/06/2023]
Abstract
BACKGROUND Tumor initiation and progression are closely associated with glycosylation. However, glycosylated molecules have not been the subject of extensive studies as prognostic markers for pancreatic cancer. The objectives of this study were to identify glycosylation-related genes in pancreatic cancer and use them to construct reliable prognostic models. MATERIALS AND METHODS The Cancer Genome Atlas and Gene Expression Omnibus databases were used to assess the differential expression of glycosylation-related genes; four clusters were identified based on consistent clustering analysis. Kaplan-Meier analyses identified three glycosylation-related genes associated with overall survival. LASSO analysis was then performed on The Cancer Genome Atlas and International Cancer Genome Consortium databases to identify glycosylation-related signatures. We identified 12 GRGs differently expressed in pancreatic cancer and selected three genes (SEL1L, TUBA1C, and SDC1) to build a prognostic model. Thereafter, patients were divided into high and low-risk groups. Eventually, we performed Quantitative real-time PCR (qRT-PCR) to validate the signature. RESULTS Clinical outcomes were significantly poorer in the high-risk group than in the low-risk group. There were also significant correlations between the high-risk group and several risk factors, including no-smoking history, drinking history, radiotherapy history, and lower tumor grade. Furthermore, the high-risk group had a higher proportion of immune cells. Eventually, three glycosylation-related genes were validated in human PC cell lines. CONCLUSION This study identified the glycosylation-related signature for pancreatic cancer. It is an effective predictor of survival and can guide treatment decisions.
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Affiliation(s)
- Huidong Hu
- Department of Oncology, The Affiliated Hospital of Southwest Medical University, Luzhou 646000, China
| | - Bingsheng He
- Department of Oncology, The Affiliated Hospital of Southwest Medical University, Luzhou 646000, China
| | - Mingang He
- Department of Gastrointestinal Surgery, Shandong Tumor Hospital and Institute, Shandong First Medical University and Shandong Academy of Medical Sciences, Jinan 250117, China
| | - Hengmin Tao
- Department of Head and Neck Radiotherapy, Shandong Provincial ENT Hospital, Shandong University, Jinan 250117, China
| | - Baosheng Li
- Department of Radiation Oncology, Shandong Cancer Hospital and Institute, Shandong First Medical University and Shandong Academy of Medical Sciences, Jinan 250117, China
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Shi Y, Wang Y, Yang R, Zhang W, Zhang Y, Feng K, Lv Q, Niu K, Chen J, Li L, Zhang Y. Glycosylation-related molecular subtypes and risk score of hepatocellular carcinoma: Novel insights to clinical decision-making. Front Endocrinol (Lausanne) 2022; 13:1090324. [PMID: 36605944 PMCID: PMC9807760 DOI: 10.3389/fendo.2022.1090324] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/05/2022] [Accepted: 12/08/2022] [Indexed: 12/24/2022] Open
Abstract
BACKGROUND Hepatocellular carcinoma (HCC) is the fifth most common cancer and the third leading cause of cancer deaths worldwide, seriously affecting human community health and care. Emerging evidence has shown that aberrant glycosylation is associated with tumor progression and metastasis. However, the role of glycosylation-related genes in HCC has notbeen reported. METHODS Weighted gene coexpression network analysis and non-negative matrix factorization analysis were applied to identify functional modules and molecularm subtypes in HCC. The least absolute shrinkage and selection operator Cox regression was used to construct the glycosylation-related signature. The independent prognostic value of the risk model was confirmed and validated by systematic techniques, including principal component analysis, T-distributed random neighbor embedding analysis, Kaplan-Meier survival analysis, the ROC curve, multivariate Cox regression, the nomogram, and the calibration curve. The single-sample gene set enrichment analysis, gene set variation analysis, Gene Ontology, and Kyoto Encyclopedia of Genes and Genomes analyses were evaluated by the immune microenvironment and potential biological processes. The quantitative real-time polymerase chain reaction and immunohistochemistry analysis were used to verify the expression of five genes. RESULTS We identified the glycosylation-related genes with bioinformatics analysis to construct and validate a five-gene signature for the prognosis of HCC patients. Patients with HCC in the high-risk group had a worse prognosis. The risk score could be an independent factor and was associated with clinical features, such as the grade and stage. The nomogram exhibited an accurate score that included the risk score and clinical parameters. The infiltration levels of antitumor cells were upregulated in the low-risk group, including B_cells, Mast_cells, neutrophils, NK_cells, and T_helper_cells. Moreover, glycosylation was more sensitive to immunotherapy, and may play a critical role in the metabolic processes of HCC, such as bile acid metabolism and fatty acid metabolism. In addition, the five-gene messenger RNA (mRNA) and protein expression were overexpressed in HCC cells and tissues. CONCLUSIONS The glycosylation-related signature is effective for prognostic recognition, immune efficacy evaluation, and substance metabolism in HCC, providing a novel insight for therapeutic target prediction and clinical decision-making.
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Affiliation(s)
- Yanlong Shi
- Hepatopancreatobiliary Center, The Second Affiliated Hospital of Nanjing Medical University, Nanjing, Jiangsu, China
| | - Yizhu Wang
- Hepatopancreatobiliary Center, The Second Affiliated Hospital of Nanjing Medical University, Nanjing, Jiangsu, China
| | - Rui Yang
- Hepatopancreatobiliary Center, The Second Affiliated Hospital of Nanjing Medical University, Nanjing, Jiangsu, China
| | - Wenning Zhang
- Hepatopancreatobiliary Center, The Second Affiliated Hospital of Nanjing Medical University, Nanjing, Jiangsu, China
| | - Yu Zhang
- The Second Clinical Medical College, Lanzhou University, Lanzhou, Gansu, China
| | - Kun Feng
- Hepatopancreatobiliary Center, The Second Affiliated Hospital of Nanjing Medical University, Nanjing, Jiangsu, China
| | - Qingpeng Lv
- Hepatopancreatobiliary Center, The Second Affiliated Hospital of Nanjing Medical University, Nanjing, Jiangsu, China
| | - Kaiyi Niu
- Hepatopancreatobiliary Center, The Second Affiliated Hospital of Nanjing Medical University, Nanjing, Jiangsu, China
| | - Jiping Chen
- Hepatopancreatobiliary Center, The Second Affiliated Hospital of Nanjing Medical University, Nanjing, Jiangsu, China
| | - Li Li
- Department of General Surgery, Fuyang Hospital of Anhui Medical University, Fuyang, Anhui, China
- *Correspondence: Li Li, ; Yewei Zhang,
| | - Yewei Zhang
- Hepatopancreatobiliary Center, The Second Affiliated Hospital of Nanjing Medical University, Nanjing, Jiangsu, China
- *Correspondence: Li Li, ; Yewei Zhang,
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