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Ahmed YB, Ababneh OE, Al-Khalili AA, Serhan A, Hatamleh Z, Ghammaz O, Alkhaldi M, Alomari S. Identification of Hypoxia Prognostic Signature in Glioblastoma Multiforme Based on Bulk and Single-Cell RNA-Seq. Cancers (Basel) 2024; 16:633. [PMID: 38339384 PMCID: PMC10854729 DOI: 10.3390/cancers16030633] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/20/2023] [Revised: 01/23/2024] [Accepted: 01/27/2024] [Indexed: 02/12/2024] Open
Abstract
Glioblastoma (GBM) represents a profoundly aggressive and heterogeneous brain neoplasm linked to a bleak prognosis. Hypoxia, a common feature in GBM, has been linked to tumor progression and therapy resistance. In this study, we aimed to identify hypoxia-related differentially expressed genes (DEGs) and construct a prognostic signature for GBM patients using multi-omics analysis. Patient cohorts were collected from publicly available databases, including the Gene Expression Omnibus (GEO), the Chinese Glioma Genome Atlas (CGGA), and The Cancer Genome Atlas-Glioblastoma Multiforme (TCGA-GBM), to facilitate a comprehensive analysis. Hypoxia-related genes (HRGs) were obtained from the Molecular Signatures Database (MSigDB). Differential expression analysis revealed 41 hypoxia-related DEGs in GBM patients. A consensus clustering approach, utilizing these DEGs' expression patterns, identified four distinct clusters, with cluster 1 showing significantly better overall survival. Machine learning techniques, including univariate Cox regression and LASSO regression, delineated a prognostic signature comprising six genes (ANXA1, CALD1, CP, IGFBP2, IGFBP5, and LOX). Multivariate Cox regression analysis substantiated the prognostic significance of a set of three optimal signature genes (CP, IGFBP2, and LOX). Using the hypoxia-related prognostic signature, patients were classified into high- and low-risk categories. Survival analysis demonstrated that the high-risk group exhibited inferior overall survival rates in comparison to the low-risk group. The prognostic signature showed good predictive performance, as indicated by the area under the curve (AUC) values for one-, three-, and five-year overall survival. Furthermore, functional enrichment analysis of the DEGs identified biological processes and pathways associated with hypoxia, providing insights into the underlying mechanisms of GBM. Delving into the tumor immune microenvironment, our analysis revealed correlations relating the hypoxia-related prognostic signature to the infiltration of immune cells in GBM. Overall, our study highlights the potential of a hypoxia-related prognostic signature as a valuable resource for forecasting the survival outcome of GBM patients. The multi-omics approach integrating bulk sequencing, single-cell analysis, and immune microenvironment assessment enhances our understanding of the intricate biology characterizing GBM, thereby potentially informing the tailored design of therapeutic interventions.
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Affiliation(s)
- Yaman B. Ahmed
- School of Medicine, Johns Hopkins University, Baltimore, MD 21287, USA;
- Faculty of Medicine, Jordan University of Science and Technology, Irbid 22110, Jordan; (O.E.A.); (A.A.A.-K.); (A.S.); (Z.H.); (O.G.); (M.A.)
| | - Obada E. Ababneh
- Faculty of Medicine, Jordan University of Science and Technology, Irbid 22110, Jordan; (O.E.A.); (A.A.A.-K.); (A.S.); (Z.H.); (O.G.); (M.A.)
| | - Anas A. Al-Khalili
- Faculty of Medicine, Jordan University of Science and Technology, Irbid 22110, Jordan; (O.E.A.); (A.A.A.-K.); (A.S.); (Z.H.); (O.G.); (M.A.)
| | - Abdullah Serhan
- Faculty of Medicine, Jordan University of Science and Technology, Irbid 22110, Jordan; (O.E.A.); (A.A.A.-K.); (A.S.); (Z.H.); (O.G.); (M.A.)
| | - Zaid Hatamleh
- Faculty of Medicine, Jordan University of Science and Technology, Irbid 22110, Jordan; (O.E.A.); (A.A.A.-K.); (A.S.); (Z.H.); (O.G.); (M.A.)
| | - Owais Ghammaz
- Faculty of Medicine, Jordan University of Science and Technology, Irbid 22110, Jordan; (O.E.A.); (A.A.A.-K.); (A.S.); (Z.H.); (O.G.); (M.A.)
| | - Mohammad Alkhaldi
- Faculty of Medicine, Jordan University of Science and Technology, Irbid 22110, Jordan; (O.E.A.); (A.A.A.-K.); (A.S.); (Z.H.); (O.G.); (M.A.)
| | - Safwan Alomari
- Department of Neurosurgery, School of Medicine, Johns Hopkins University, Baltimore, MD 21287, USA
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Lin F, Xiao T, Wang B, Wang L, Liu G, Wang R, Xie C, Tang Z. Mechanisms and markers of malignant transformation of oral submucous fibrosis. Heliyon 2024; 10:e23314. [PMID: 38163180 PMCID: PMC10755325 DOI: 10.1016/j.heliyon.2023.e23314] [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: 02/17/2023] [Revised: 11/27/2023] [Accepted: 11/30/2023] [Indexed: 01/03/2024] Open
Abstract
Oral submucous fibrosis (OSF) is a chronic premalignant disease associated with betel quid chewing. Epidemiological studies indicate that there are approximately 5 million individuals suffering from OSF worldwide, with a concerning malignancy transformation rate of up to 4.2 %. When OSF progresses to oral squamous cell carcinoma (OSCC), the 5-year survival rate for OSCC drops to below 60 %. Therefore, early screening and diagnosis are essential for both preventing and effectively treating OSF and its potential malignant transformation. Numerous studies have shown that the malignant transformation of OSF is associated with various factors, including epigenetic reprogramming, epithelial-mesenchymal transition, hypoxia, cell cycle changes, immune regulation disturbances, and oxidative damage. This review article focuses on the unraveling the potential mechanisms underlying the malignant transformation of OSF, as well as the abnormal expression of biomarkers throughout this transformative process, with the aim of aiding early screening for carcinogenic changes in OSF. Furthermore, we discuss the significance of utilizing blood and saliva components from patients with OSF, along with optical diagnostic techniques, in the early screening of OSF malignant transformation.
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Affiliation(s)
- Fen Lin
- Hospital of Stomatology, Zhongshan city, Zhongshan, Guangdong 528400, China
| | - Ting Xiao
- Hunan Key Laboratory of Oral Health Research & Hunan 3D Printing Engineering Research Center of Oral Care & Hunan Clinical Research Center of Oral Major Diseases and Oral Health & Xiangya Stomatological Hospital & Xiangya School of Stomatology, Central South University, Changsha 410008, Hunan, China
| | - Baisheng Wang
- Hunan Key Laboratory of Oral Health Research & Hunan 3D Printing Engineering Research Center of Oral Care & Hunan Clinical Research Center of Oral Major Diseases and Oral Health & Xiangya Stomatological Hospital & Xiangya School of Stomatology, Central South University, Changsha 410008, Hunan, China
| | - Liping Wang
- Hunan Key Laboratory of Oral Health Research & Hunan 3D Printing Engineering Research Center of Oral Care & Hunan Clinical Research Center of Oral Major Diseases and Oral Health & Xiangya Stomatological Hospital & Xiangya School of Stomatology, Central South University, Changsha 410008, Hunan, China
| | - Gui Liu
- Hunan Key Laboratory of Oral Health Research & Hunan 3D Printing Engineering Research Center of Oral Care & Hunan Clinical Research Center of Oral Major Diseases and Oral Health & Xiangya Stomatological Hospital & Xiangya School of Stomatology, Central South University, Changsha 410008, Hunan, China
| | - Rifu Wang
- Hunan Key Laboratory of Oral Health Research & Hunan 3D Printing Engineering Research Center of Oral Care & Hunan Clinical Research Center of Oral Major Diseases and Oral Health & Xiangya Stomatological Hospital & Xiangya School of Stomatology, Central South University, Changsha 410008, Hunan, China
| | - Changqing Xie
- Hunan Key Laboratory of Oral Health Research & Hunan 3D Printing Engineering Research Center of Oral Care & Hunan Clinical Research Center of Oral Major Diseases and Oral Health & Xiangya Stomatological Hospital & Xiangya School of Stomatology, Central South University, Changsha 410008, Hunan, China
- Postdoctoral Research Workstation, Cancer Research Institute and School of Basic Medicine, Central South University, Changsha 410078, Hunan, China
| | - Zhangui Tang
- Hunan Key Laboratory of Oral Health Research & Hunan 3D Printing Engineering Research Center of Oral Care & Hunan Clinical Research Center of Oral Major Diseases and Oral Health & Xiangya Stomatological Hospital & Xiangya School of Stomatology, Central South University, Changsha 410008, Hunan, China
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Wang S, Zheng C, Huang Y, He X. Betel quid may stimulate oral submucous fibrosis by inducing increased mitochondrial reactive oxygen species generation via copper overload. Med Hypotheses 2023. [DOI: 10.1016/j.mehy.2023.111067] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/29/2023]
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Yang H, Bao Y, Jin F, Jiang C, Wei Z, Liu Z, Xu Y. Ceruloplasmin inhibits the proliferation, migration and invasion of nasopharyngeal carcinoma cells and is negatively regulated by miR-543. NUCLEOSIDES, NUCLEOTIDES & NUCLEIC ACIDS 2022; 41:474-488. [PMID: 35306965 DOI: 10.1080/15257770.2022.2052314] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/18/2022]
Abstract
BACKGROUND Ceruloplasmin (CP), recognized as a member of multicopper oxidase family, is related to the progression of diverse cancers in human beings. This study is designed to clarify the expression characteristics, biological function and related mechanism of CP in nasopharyngeal carcinoma (NPC). METHODS CP expression in NPC tissues and cells was probed by quantitative real-time polymerase chain reaction (qRT-PCR), immunohistochemistry (IHC) and Western blot. After gain-of-function and loss-of-function models were established, cell counting kit-8 (CCK-8), Transwell and BrdU assays were employed to measure cell viability, migration and invasion. The targeting relationship between microRNA-543 (miR-543) and CP was verified by dual-luciferase reporter gene assay. RESULTS As against normal nasopharyngeal epithelial tissues, CP expression was significantly lower in NPC tissues, which was associated with higher clinical stage and the short overall survival time. Compared with the control group, CP overexpression markedly restrained the growth, migration and invasion of NPC cells; knocking down CP had the opposite effect. MiR-543 directly targeted CP and negatively modulated its expression. CONCLUSION CP restrains the growth, migration and invasion of NPC cells and is negatively regulated by miR-543.
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Affiliation(s)
- Hang Yang
- Department of Otolarynglogy, Jiangshan People's Hospital, Jiangshan, Zhejiang, China
| | - Yangyang Bao
- The First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang, China
| | - Fenfen Jin
- Department of Otolarynglogy, Jiangshan People's Hospital, Jiangshan, Zhejiang, China
| | - Chonghan Jiang
- Department of Otolarynglogy, Jiangshan People's Hospital, Jiangshan, Zhejiang, China
| | - Zhanhui Wei
- Department of Otolaryngology, Traditional Chinese Medicine Hospital of Chunan County, Hangzhou, Zhejiang, China
| | - Zhenli Liu
- Department of Neurology, Traditional Chinese Medicine Hospital of Chunan County, Hangzhou, Zhejiang, China
| | - Yaping Xu
- The First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang, China
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Saso L, Reza A, Ng E, Nguyen K, Lin S, Zhang P, Fantozzi PJ, Armagan G, Romeo U, Cirillo N. A Comprehensive Analysis of the Role of Oxidative Stress in the Pathogenesis and Chemoprevention of Oral Submucous Fibrosis. Antioxidants (Basel) 2022; 11:antiox11050868. [PMID: 35624733 PMCID: PMC9137539 DOI: 10.3390/antiox11050868] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/24/2022] [Revised: 04/20/2022] [Accepted: 04/25/2022] [Indexed: 02/04/2023] Open
Abstract
Oral submucous fibrosis (OSMF) is a chronic oral potentially malignant disorder (OPMD). It is described as a scarring disease of the oral mucosa associated with excess oxidants and insufficient antioxidants. While it is becoming increasingly accepted that oxidative stress results in excessive accumulation of collagen and progressive fibrosis of the submucosal tissues, there is limited data regarding the moderation of oxidative stress to initiate or prevent OSMF. To assess the scope for mechanism-based approaches to prevent or reverse OSMF, we systematically evaluated the existing literature and investigated the role of oxidative stress in the pathogenesis and chemoprevention of OSMF. A search for relevant articles on PubMed and Scopus was undertaken using pre-defined inclusion and exclusion criteria. A total of 78 articles were selected in accordance with Preferred Reporting Items for Systematic Reviews and Meta-Analyses extension for Scoping Reviews (PRISMA-ScR) guidelines. The articles eligible for assessment investigated both OSMF and/or oxidative stress biomarkers or specific antioxidants. Both in vitro and human studies consistently demonstrated variations in oxidative stress biomarker levels in OSMF and revealed an increase in oxidative stress, paralleling the development of the disease. Furthermore, the use of antioxidant supplements was overall associated with an improvement in clinical outcomes. Having identified the significance of oxidative stress in OSMF and the therapeutic potential of antioxidant supplements, this scoping review highlights the need for further well-designed studies in the development of mechanism-based interventions for managing OSMF.
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Affiliation(s)
- Luciano Saso
- Department of Physiology and Pharmacology “Vittorio Erspamer”, Sapienza University of Rome, P. le Aldo Moro 5, 00185 Rome, Italy;
| | - Ahmad Reza
- Melbourne Dental School, The University of Melbourne, 720 Swanston Street, Carlton, Melbourne, VIC 3053, Australia; (A.R.); (E.N.); (K.N.); (S.L.)
| | - Emily Ng
- Melbourne Dental School, The University of Melbourne, 720 Swanston Street, Carlton, Melbourne, VIC 3053, Australia; (A.R.); (E.N.); (K.N.); (S.L.)
| | - Kimtrang Nguyen
- Melbourne Dental School, The University of Melbourne, 720 Swanston Street, Carlton, Melbourne, VIC 3053, Australia; (A.R.); (E.N.); (K.N.); (S.L.)
| | - Sheng Lin
- Melbourne Dental School, The University of Melbourne, 720 Swanston Street, Carlton, Melbourne, VIC 3053, Australia; (A.R.); (E.N.); (K.N.); (S.L.)
| | - Pangzhen Zhang
- School of Agriculture and Food, Faculty of Veterinary and Agricultural Sciences, The University of Melbourne, Parkville, Melbourne, VIC 3052, Australia;
| | - Paolo Junior Fantozzi
- Department of Oral and Maxillofacial Sciences, Sapienza University of Rome, Via Caserta, 6, 00161 Rome, Italy; (P.J.F.); (U.R.)
| | - Guliz Armagan
- Department of Biochemistry, Faculty of Pharmacy, Ege University, Bornova, Izmir 35100, Turkey;
| | - Umberto Romeo
- Department of Oral and Maxillofacial Sciences, Sapienza University of Rome, Via Caserta, 6, 00161 Rome, Italy; (P.J.F.); (U.R.)
| | - Nicola Cirillo
- Melbourne Dental School, The University of Melbourne, 720 Swanston Street, Carlton, Melbourne, VIC 3053, Australia; (A.R.); (E.N.); (K.N.); (S.L.)
- Correspondence:
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Chen F, Han B, Meng Y, Han Y, Liu B, Zhang B, Chang Y, Cao P, Fan Y, Tan K. Ceruloplasmin correlates with immune infiltration and serves as a prognostic biomarker in breast cancer. Aging (Albany NY) 2021; 13:20438-20467. [PMID: 34413268 PMCID: PMC8436892 DOI: 10.18632/aging.203427] [Citation(s) in RCA: 20] [Impact Index Per Article: 6.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/30/2021] [Accepted: 08/02/2021] [Indexed: 12/29/2022]
Abstract
Breast-invasive carcinoma (BRCA) is the most frequent and malignant tumor in females. Ceruloplasmin (CP) is a multifunctional molecule involved in iron metabolism, but its expression profile, prognostic potential and relationship with immune cell infiltration in BRCA are unknown. Ceruloplasmin mRNA and protein expression was significantly decreased in BRCA patients according to the Oncomine, UALCAN, GEPIA and TCGA databases. Ceruloplasmin expression was strongly correlated with various clinicopathological features of BRCA patients. BRCA patients with high ceruloplasmin expression exhibited shorter survival times than those with low ceruloplasmin expression based on the Kaplan-Meier plotter and PrognoScan databases. GO and KEGG analyses and GSEA revealed a strong correlation between ceruloplasmin and various immune-related pathways. Ceruloplasmin expression was significantly associated with the infiltration of immune cells into tumor sites by analyzing the TIMER and CIBERSORT. Additionally, ceruloplasmin was positively correlated with immune checkpoints in BRCA. These findings suggest that low ceruloplasmin expression correlates with a favorable prognosis and tumor immune cell infiltration in BRCA patients. Ceruloplasmin may serve as a therapeutic target and predict the efficacy of immunotherapy for BRCA.
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Affiliation(s)
- Fei Chen
- Key Laboratory of Animal Physiology, Biochemistry and Molecular Biology of Hebei Province, College of Life Sciences, Hebei Normal University, Shijiazhuang 050024, Hebei, China
| | - Bihui Han
- Key Laboratory of Animal Physiology, Biochemistry and Molecular Biology of Hebei Province, College of Life Sciences, Hebei Normal University, Shijiazhuang 050024, Hebei, China
| | - Yanxiu Meng
- Key Laboratory of Animal Physiology, Biochemistry and Molecular Biology of Hebei Province, College of Life Sciences, Hebei Normal University, Shijiazhuang 050024, Hebei, China
| | - Yu Han
- Key Laboratory of Animal Physiology, Biochemistry and Molecular Biology of Hebei Province, College of Life Sciences, Hebei Normal University, Shijiazhuang 050024, Hebei, China
| | - Bing Liu
- Key Laboratory of Animal Physiology, Biochemistry and Molecular Biology of Hebei Province, College of Life Sciences, Hebei Normal University, Shijiazhuang 050024, Hebei, China
| | - Bo Zhang
- Key Laboratory of Animal Physiology, Biochemistry and Molecular Biology of Hebei Province, College of Life Sciences, Hebei Normal University, Shijiazhuang 050024, Hebei, China
| | - Yanzhong Chang
- Key Laboratory of Animal Physiology, Biochemistry and Molecular Biology of Hebei Province, College of Life Sciences, Hebei Normal University, Shijiazhuang 050024, Hebei, China
| | - Pengxiu Cao
- Key Laboratory of Animal Physiology, Biochemistry and Molecular Biology of Hebei Province, College of Life Sciences, Hebei Normal University, Shijiazhuang 050024, Hebei, China
| | - Yumei Fan
- Key Laboratory of Animal Physiology, Biochemistry and Molecular Biology of Hebei Province, College of Life Sciences, Hebei Normal University, Shijiazhuang 050024, Hebei, China
| | - Ke Tan
- Key Laboratory of Animal Physiology, Biochemistry and Molecular Biology of Hebei Province, College of Life Sciences, Hebei Normal University, Shijiazhuang 050024, Hebei, China
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J VP, A P. Virtual screening of mutations in antioxidant genes and its putative association with HNSCC: An in silico approach. Mutat Res 2020; 821:111710. [PMID: 32593872 DOI: 10.1016/j.mrfmmm.2020.111710] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/12/2019] [Revised: 04/04/2020] [Accepted: 05/19/2020] [Indexed: 01/10/2023]
Abstract
Abnormalities in the antioxidant pathway are usually associated with inflammatory conditions, followed by tissue damage. Cancer is one such disease where there is a build-up of reactive oxygen species leading to pathological consequences. The present study aims to identify the alteration in genes and proteins associated with the common antioxidant pathways among patients with head and neck squamous cell carcinoma (HNSCC). The study design follows a retrospective approach and employs computational tools to analyse the possible role of genes involved in the anti-oxidation pathways in patients with HNSCC. The TCGA PanCancer Atlas dataset was used for the analysis. The Oncoprint data were analysed further to obtain information on the type of gene alterations encountered in the HNSCC cases. Gene amplification and deletions were commonly observed in genes of the thiol reductase pathway, whereas substitutions leading to missense, frameshifts were found in the other pathways assessed. Gene encoding ceruloplasmin was found to harbor nucleotide variations in about 10 % of the patients with OSCC. An exhaustive knowledge of the molecular genetic mechanisms underlying the pathways identified can open new avenues in selecting candidate genes which can be used as therapeutic targets against HNSCC. The present work identifies and nominates crucial genes from the antioxidant system for further in vitro experiments.
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Affiliation(s)
- Vijayashree Priyadharsini J
- Biomedical Research Unit and Laboratory Animal Centre (BRULAC) - Dental Research Cell (DRC), Saveetha Dental College and Hospitals, Saveetha Institute of Medical and Technical Sciences (SIMATS), Saveetha University, Poonamallee High Road, Chennai 600 077, Tamil Nadu, India.
| | - Paramasivam A
- Biomedical Research Unit and Laboratory Animal Centre (BRULAC) - Dental Research Cell (DRC), Saveetha Dental College and Hospitals, Saveetha Institute of Medical and Technical Sciences (SIMATS), Saveetha University, Poonamallee High Road, Chennai 600 077, Tamil Nadu, India
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Santorelli L, Capitoli G, Chinello C, Piga I, Clerici F, Denti V, Smith A, Grasso A, Raimondo F, Grasso M, Magni F. In-Depth Mapping of the Urinary N-Glycoproteome: Distinct Signatures of ccRCC-related Progression. Cancers (Basel) 2020; 12:cancers12010239. [PMID: 31963743 PMCID: PMC7016614 DOI: 10.3390/cancers12010239] [Citation(s) in RCA: 12] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/29/2019] [Revised: 01/12/2020] [Accepted: 01/14/2020] [Indexed: 12/15/2022] Open
Abstract
Protein N-glycosylation is one of the most important post-translational modifications and is involved in many biological processes, with aberrant changes in protein N-glycosylation patterns being closely associated with several diseases, including the progression and spreading of tumours. In light of this, identifying these aberrant protein glycoforms in tumours could be useful for understanding the molecular mechanism of this multifactorial disease, developing specific biomarkers and finding novel therapeutic targets. We investigated the urinary N-glycoproteome of clear cell renal cell carcinoma (ccRCC) patients at different stages (n = 15 at pT1 and n = 15 at pT3), and of non-ccRCC subjects (n = 15), using an N-glyco-FASP-based method. Using label-free nLC-ESI MS/MS, we identified and quantified several N-glycoproteins with altered expression and abnormal changes affecting the occupancy of the glycosylation site in the urine of RCC patients compared to control. In particular, nine of them had a specific trend that was directly related to the stage progression: CD97, COCH and P3IP1 were up-expressed whilst APOB, FINC, CERU, CFAH, HPT and PLTP were down-expressed in ccRCC patients. Overall, these results expand our knowledge related to the role of this post-translational modification in ccRCC and translation of this information into pre-clinical studies could have a significant impact on the discovery of novel biomarkers and therapeutic target in kidney cancer.
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Affiliation(s)
- Lucia Santorelli
- Clinical Proteomics and Metabolomics Unit, School of Medicine and Surgery, University of Milano-Bicocca, 20854 Vedano al Lambro, Italy; (C.C.); (I.P.); (F.C.); (V.D.); (A.S.); (F.R.); (F.M.)
- Correspondence: ; Tel.: +39-026-448-8246
| | - Giulia Capitoli
- Centre of Biostatistics for Clinical Epidemiology, School of Medicine and Surgery, University of Milano-Bicocca, 20854 Vedano al Lambro, Italy;
| | - Clizia Chinello
- Clinical Proteomics and Metabolomics Unit, School of Medicine and Surgery, University of Milano-Bicocca, 20854 Vedano al Lambro, Italy; (C.C.); (I.P.); (F.C.); (V.D.); (A.S.); (F.R.); (F.M.)
| | - Isabella Piga
- Clinical Proteomics and Metabolomics Unit, School of Medicine and Surgery, University of Milano-Bicocca, 20854 Vedano al Lambro, Italy; (C.C.); (I.P.); (F.C.); (V.D.); (A.S.); (F.R.); (F.M.)
| | - Francesca Clerici
- Clinical Proteomics and Metabolomics Unit, School of Medicine and Surgery, University of Milano-Bicocca, 20854 Vedano al Lambro, Italy; (C.C.); (I.P.); (F.C.); (V.D.); (A.S.); (F.R.); (F.M.)
| | - Vanna Denti
- Clinical Proteomics and Metabolomics Unit, School of Medicine and Surgery, University of Milano-Bicocca, 20854 Vedano al Lambro, Italy; (C.C.); (I.P.); (F.C.); (V.D.); (A.S.); (F.R.); (F.M.)
| | - Andrew Smith
- Clinical Proteomics and Metabolomics Unit, School of Medicine and Surgery, University of Milano-Bicocca, 20854 Vedano al Lambro, Italy; (C.C.); (I.P.); (F.C.); (V.D.); (A.S.); (F.R.); (F.M.)
| | - Angelica Grasso
- Urology Service, Department of Surgery, EOC Beata Vergine Regional Hospital, 23, 6850 Mendrisio, Switzerland;
| | - Francesca Raimondo
- Clinical Proteomics and Metabolomics Unit, School of Medicine and Surgery, University of Milano-Bicocca, 20854 Vedano al Lambro, Italy; (C.C.); (I.P.); (F.C.); (V.D.); (A.S.); (F.R.); (F.M.)
| | - Marco Grasso
- Urology Unit, S. Gerardo Hospital, 20900 Monza, Italy;
| | - Fulvio Magni
- Clinical Proteomics and Metabolomics Unit, School of Medicine and Surgery, University of Milano-Bicocca, 20854 Vedano al Lambro, Italy; (C.C.); (I.P.); (F.C.); (V.D.); (A.S.); (F.R.); (F.M.)
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