1
|
Abooshahab R, Razavi F, Ghorbani F, Hooshmand K, Zarkesh M, Hedayati M. Thyroid cancer cell metabolism: A glance into cell culture system-based metabolomics approaches. Exp Cell Res 2024; 435:113936. [PMID: 38278284 DOI: 10.1016/j.yexcr.2024.113936] [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: 10/31/2023] [Revised: 12/29/2023] [Accepted: 01/16/2024] [Indexed: 01/28/2024]
Abstract
Thyroid cancer is the most common malignancy of the endocrine system and the seventh most prevalent cancer in women worldwide. It is a complex and diverse disease characterized by heterogeneity, underscoring the importance of understanding the underlying metabolic alterations within tumor cells. Metabolomics technologies offer a powerful toolset to explore and identify endogenous and exogenous biochemical reaction products, providing crucial insights into the intricate metabolic pathways and processes within living cells. Metabolism plays a central role in cell function, making metabolomics a valuable reflection of a cell's phenotype. In the OMICs era, metabolomics analysis of cells brings numerous advantages over existing methods, propelling cell metabolomics as an emerging field with vast potential for investigating metabolic pathways and their perturbation in pathophysiological conditions. This review article aims to look into recent developments in applying metabolomics for characterizing and interpreting the cellular metabolome in thyroid cancer cell lines, exploring their unique metabolic characteristics. Understanding the metabolic alterations in tumor cells can lead to the identification of critical nodes in the metabolic network that could be targeted for therapeutic intervention.
Collapse
Affiliation(s)
- Raziyeh Abooshahab
- Cellular and Molecular Endocrine Research Center, Research Institute for Endocrine Sciences, Shahid Beheshti University of Medical Sciences, Tehran, Iran; Curtin Medical School, Curtin University, Bentley 6102, Australia
| | - Fatemeh Razavi
- Department of Biology, Science and Research Branch, Islamic Azad University, Tehran, Iran
| | - Fatemeh Ghorbani
- Department of Molecular Immunology, Ruhr University Bochum, Bochum, Germany
| | | | - Maryam Zarkesh
- Cellular and Molecular Endocrine Research Center, Research Institute for Endocrine Sciences, Shahid Beheshti University of Medical Sciences, Tehran, Iran.
| | - Mehdi Hedayati
- Cellular and Molecular Endocrine Research Center, Research Institute for Endocrine Sciences, Shahid Beheshti University of Medical Sciences, Tehran, Iran.
| |
Collapse
|
2
|
Yuan Z, Yang Z, Li W, Wu A, Su Z, Jiang B. Exosome-Mediated Transfer of Long Noncoding RNA HOTAIR Regulates Temozolomide Resistance by miR-519a-3p/RRM1 Axis in Glioblastoma. Cancer Biother Radiopharm 2020. [PMID: 32721218 DOI: 10.1089/cbr.2019.3499] [Citation(s) in RCA: 19] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/28/2022] Open
Abstract
Background: Chemoresistance obstructs the treatment of glioblastoma (GB). Exosome-mediated transfer of long noncoding RNAs (lncRNAs) was reported to regulate chemoresistance in diverse cancers. The authors aimed to investigate the underlying mechanism of lncRNA HOX transcript antisense intergenic RNA (HOTAIR) in regulating temozolomide (TMZ) resistance in GB. Materials and Methods: 3-(4,5-Dimethylthiazol-2-yl)-2,5-diphenyltetrazolium bromide (MTT) assay was utilized to check TMZ resistance and cell proliferation. The abilities of cell migration and invasion were evaluated by transwell assay. The protein levels of E-cadherin, N-cadherin, Vimentin, CD63, CD81, and ribonucleoside-diphosphate reductase subunit M1 (RRM1) were measured by western blot. Quantitative real-time polymerase chain reaction was conducted to detect the levels of HOTAIR, microRNA (miR)-519a-3p, and RRM1. The starBase was hired to predict the target sites between miR-519a-3p and HOTAIR or RRM1 and the dual-luciferase reporter assay was performed to verify the interaction. Xenograft tumor model was established to investigate the biological role of HOTAIR in vivo. Results: The high abilities of cell viability and metastasis were observed in TMZ-resistant GB cells. LncRNA HOTAIR was significantly upregulated in TMZ-resistant GB cells and its downregulation inhibited proliferation, migration, invasion, and epithelial/mesenchymal transition in TMZ-resistant GB cells. Further analysis indicated that exosomal lncRNA HOTAIR induced TMZ resistance and modulated TMZ resistance through miR-519a-3p/RRM1 axis. Besides, serum exosomal lncRNA HOTAIR was stable and had diagnostic value. Moreover, knockdown of lncRNA HOTAIR reduced TMZ resistance in vivo. Conclusions: Exosomal lncRNA HOTAIR mediated TMZ resistance through miR-519a-3p/RRM1 axis in GB.
Collapse
Affiliation(s)
- Zhihai Yuan
- Department of Neurosurgery, The Second Affiliated Hospital of Xi'an Medical University, Xi'an, China
| | - Zhen Yang
- Department of Neurology, Xi'an Central Hospital, Xi'an, China
| | - Weiqin Li
- Department of Pediatrics, The First Affiliated Hospital of Xi'an Medical University, Xi'an, China
| | - Aimei Wu
- Department of Neurology, Xi'an Fengcheng Hospital, Xi'an, China
| | - Zhixiang Su
- Department of Oncology, Shaanxi Provincial Cancer Hospital, Xi'an, China
| | - Bin Jiang
- Department of Neurosurgery, Xi'an Children's Hospital, Xi'an, China
| |
Collapse
|
3
|
Liu M, Qiu YL, Jin T, Zhou Y, Mao ZY, Zhang YJ. Meta-analysis of microarray datasets identify several chromosome segregation-related cancer/testis genes potentially contributing to anaplastic thyroid carcinoma. PeerJ 2018; 6:e5822. [PMID: 30386706 PMCID: PMC6203939 DOI: 10.7717/peerj.5822] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/11/2018] [Accepted: 09/25/2018] [Indexed: 01/08/2023] Open
Abstract
AIM Anaplastic thyroid carcinoma (ATC) is the most lethal thyroid malignancy. Identification of novel drug targets is urgently needed. MATERIALS & METHODS We re-analyzed several GEO datasets by systematic retrieval and data merging. Differentially expressed genes (DEGs) were filtered out. We also performed pathway enrichment analysis to interpret the data. We predicted key genes based on protein-protein interaction networks, weighted gene co-expression network analysis and genes' cancer/testis expression pattern. We also further characterized these genes using data from the Cancer Genome Atlas (TCGA) project and gene ontology annotation. RESULTS Cell cycle-related pathways were significantly enriched in upregulated genes in ATC. We identified TRIP13, DLGAP5, HJURP, CDKN3, NEK2, KIF15, TTK, KIF2C, AURKA and TPX2 as cell cycle-related key genes with cancer/testis expression pattern. We further uncovered that most of these putative key genes were critical components during chromosome segregation. CONCLUSION We predicted several key genes harboring potential therapeutic value in ATC. Cell cycle-related processes, especially chromosome segregation, may be the key to tumorigenesis and treatment of ATC.
Collapse
Affiliation(s)
- Mu Liu
- The First Medical School of Nanjing Medical University, Nanjing Medical University, Nanjing, Jiangsu, China
- School of Basic Medical Sciences, Nanjing Medical University, Nanjing, Jiangsu, China
| | - Yu-Lu Qiu
- The First Medical School of Nanjing Medical University, Nanjing Medical University, Nanjing, Jiangsu, China
| | - Tong Jin
- Department of Bioinformatics, School of Biomedical Engineering and Informatics, Nanjing Medical University, Nanjing, Jiangsu, China
| | - Yin Zhou
- The First Medical School of Nanjing Medical University, Nanjing Medical University, Nanjing, Jiangsu, China
- School of Basic Medical Sciences, Nanjing Medical University, Nanjing, Jiangsu, China
| | - Zhi-Yuan Mao
- Department of Human Anatomy, School of Basic Medical Sciences, Nanjing Medical University, Nanjing, Jiangsu, China
| | - Yong-Jie Zhang
- Department of Human Anatomy, School of Basic Medical Sciences, Nanjing Medical University, Nanjing, Jiangsu, China
- Key Laboratory for Aging & Diseases of Nanjing Medical University, Nanjing Medical University, Nanjing, Jiangsu, China
| |
Collapse
|
4
|
Wen DY, Pan DH, Lin P, Mo QY, Wei YP, Luo YH, Chen G, He Y, Chen JQ, Yang H. Downregulation of miR‑486‑5p in papillary thyroid carcinoma tissue: A study based on microarray and miRNA sequencing. Mol Med Rep 2018; 18:2631-2642. [PMID: 30015845 PMCID: PMC6102695 DOI: 10.3892/mmr.2018.9247] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/09/2017] [Accepted: 05/17/2018] [Indexed: 12/22/2022] Open
Abstract
Abnormal expression of microRNA (miR) is associated with the occurrence and progression of various types of cancers, including papillary thyroid carcinoma (PTC). In the present study, the aim was to explore miR‑486‑5p expression and its role in PTC, as well as to investigate the biological function of its potential target genes. The expression levels of miR‑486‑5p and its clinicopathological significance were examined in 507 PTC and 59 normal thyroid samples via The Cancer Genome Atlas (TCGA). Subsequently, the results were validated using data from Gene Expression Omnibus (GEO) and ArrayExpress. Receiver operating characteristic and summary receiver operating characteristic curves were used to assess the ability of miR‑486‑5p in distinguishing PTC from normal tissue. Furthermore, potential miR‑486‑5p mRNA targets were identified using 12 prediction tools and enrichment analysis was performed on the encoding genes using Gene Ontology and Kyoto Encyclopedia of Genes and Genomes. The expression levels of miR‑486‑5p were consistently downregulated in PTC compared with in normal tissue across datasets from TCGA, GEO (GSE40807, GSE62054 and GSE73182) and ArrayExpress (E‑MTAB‑736). The results also demonstrated that miR‑486‑5p expression was associated with cancer stage (P=0.003), pathologic lymph node (P=0.047), metastasis (P=0.042), neoplasm (P=0.012) and recurrence (P=0.016) in patients with PTC. In addition, low expression of miR‑486‑5p in patients with PTC was associated with a worse overall survival. A total of 80 miR‑486‑5p‑related genes were observed from at least 9 of 12 prediction platforms, and these were involved in 'hsa05200: Pathways in cancer' and 'hsa05206: MicroRNAs in cancer'. Finally, three hub genes, CRK like proto‑oncogene, phosphatase and tensin homolog and tropomyosin 3, were identified as important candidates in tumorigenesis and progression of PTC. In conclusion, it may be hypothesized that miR‑486‑5p contributes towards PTC onset and progression, and may act as a clinical target. However, in vitro and in vivo experiments are required to validate the findings of the present study.
Collapse
Affiliation(s)
- Dong-Yue Wen
- Department of Medical Ultrasonics, First Affiliated Hospital of Guangxi Medical University, Nanning, Guangxi Zhuang Autonomous Region 530021, P.R. China
| | - Deng-Hua Pan
- Department of Medical Ultrasonics, First Affiliated Hospital of Guangxi Medical University, Nanning, Guangxi Zhuang Autonomous Region 530021, P.R. China
| | - Peng Lin
- Department of Medical Ultrasonics, First Affiliated Hospital of Guangxi Medical University, Nanning, Guangxi Zhuang Autonomous Region 530021, P.R. China
| | - Qiu-Yan Mo
- Department of Medical Ultrasonics, First Affiliated Hospital of Guangxi Medical University, Nanning, Guangxi Zhuang Autonomous Region 530021, P.R. China
| | - Yun-Peng Wei
- Department of Medical Ultrasonics, First Affiliated Hospital of Guangxi Medical University, Nanning, Guangxi Zhuang Autonomous Region 530021, P.R. China
| | - Yi-Huan Luo
- Department of Gastrointestinal Surgery, First Affiliated Hospital of Guangxi Medical University, Nanning, Guangxi Zhuang Autonomous Region 530021, P.R. China
| | - Gang Chen
- Department of Pathology, First Affiliated Hospital of Guangxi Medical University, Nanning, Guangxi Zhuang Autonomous Region 530021, P.R. China
| | - Yun He
- Department of Medical Ultrasonics, First Affiliated Hospital of Guangxi Medical University, Nanning, Guangxi Zhuang Autonomous Region 530021, P.R. China
| | - Jun-Qiang Chen
- Department of Gastrointestinal Surgery, First Affiliated Hospital of Guangxi Medical University, Nanning, Guangxi Zhuang Autonomous Region 530021, P.R. China
| | - Hong Yang
- Department of Medical Ultrasonics, First Affiliated Hospital of Guangxi Medical University, Nanning, Guangxi Zhuang Autonomous Region 530021, P.R. China
| |
Collapse
|
5
|
Castelblanco E, Zafon C, Maravall J, Gallel P, Martinez M, Capel I, Bella MR, Halperin I, Temprana J, Iglesias C, Puig-Domingo M, Robledo M, Matias-Guiu X, Mauricio D. APLP2, RRM2, and PRC1: New Putative Markers for the Differential Diagnosis of Thyroid Follicular Lesions. Thyroid 2017; 27:59-66. [PMID: 27796194 DOI: 10.1089/thy.2016.0094] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/11/2022]
Abstract
BACKGROUND Current methods based on fine-needle aspiration biopsy (FNAB) are not sufficient to distinguish among follicular thyroid lesions, follicular adenoma (FA), follicular thyroid carcinoma (FTC), and the follicular variant of papillary thyroid cancer (FVPTC). Furthermore, none of the immunohistochemical markers currently available are sensitive or specific enough to be used in the clinical setting, necessitating a diagnostic hemithyroidectomy. The aim of this study was to identify proteins of value for differential diagnosis between benign and malignant thyroid follicular lesions. METHODS This retrospective analysis is based on an assessment of the immunoexpression of 19 proteins on 81 benign thyroid lesions (FA) and 50 malignant tumors (FTC/FVPTC). The resulting expression profile allowed the design of a scoring system model to improve the differential diagnosis of benign and malignant thyroid lesions. The model was validated using an independent series of 69 FA and 40 FTC and an external series of 40 nodular hyperplasias, and was further tested in a series of 38 FNAB cell blocks. RESULTS A model based on the nuclear and cytoplasmic expression of APLP2, RRM2, and PRC1 discriminated between benign and malignant lesions with 100% sensitivity in both main and validation groups, with specificities of 71.3% and 50.7%, respectively. For the nodular hyperplasia series, specificity reached 94.8%. Finally, in FNAB samples, the sensitivity was 100% and the specificity was 45% for discrimination between benign and malignant lesions. CONCLUSIONS These findings suggest that the identified APLP2, RRM2, and PRC1 signature could be useful for distinguishing between benign (FA) and malignant (FTC and FVPTC) tumors of the thyroid follicular epithelium.
Collapse
Affiliation(s)
- Esmeralda Castelblanco
- 1 Department of Endocrinology and Nutrition, Health Sciences Research Institute and University Hospital Germans Trias i Pujol , Badalona, Spain
- 2 Centre for Biomedical Research on Diabetes and Associated Metabolic Diseases (CIBERDEM) , ISCIII, Badalona, Spain
- 3 Consortium for the study of thyroid cancer (CECaT) , Badalona, Spain
| | - Carles Zafon
- 2 Centre for Biomedical Research on Diabetes and Associated Metabolic Diseases (CIBERDEM) , ISCIII, Badalona, Spain
- 3 Consortium for the study of thyroid cancer (CECaT) , Badalona, Spain
- 4 Diabetes and Metabolism Research Unit (VHIR) and Department of Endocrinology, University Hospital Vall d'Hebron and Autonomous University of Barcelona , Barcelona, Spain
| | - Javier Maravall
- 3 Consortium for the study of thyroid cancer (CECaT) , Badalona, Spain
- 5 Department of Endocrinology and Nutrition, University Hospital Arnau de Vilanova and University of Lleida , Biomedical Research Institute of Lleida, Lleida, Spain
| | - Pilar Gallel
- 6 Department of Pathology and Molecular Genetics, University Hospital Arnau de Vilanova and University of Lleida , Biomedical Research Institute of Lleida, Lleida, Spain
| | - Montserrat Martinez
- 7 Biostatistics and Epidemiology Unit, Biomedical Research Institute of Lleida , Lleida, Spain
| | - Ismael Capel
- 3 Consortium for the study of thyroid cancer (CECaT) , Badalona, Spain
- 8 Department of Endocrinology and Nutrition, University Hospital Parc Taulí Sabadell , Barcelona, Spain
| | - Maria Rosa Bella
- 3 Consortium for the study of thyroid cancer (CECaT) , Badalona, Spain
- 9 Department of Pathology, University Hospital Parc Taulí Sabadell , Barcelona, Spain
| | - Irene Halperin
- 3 Consortium for the study of thyroid cancer (CECaT) , Badalona, Spain
- 10 Department of Endocrinology and Nutrition, University Hospital Clinic Barcelona , Barcelona, Spain
| | - Jordi Temprana
- 3 Consortium for the study of thyroid cancer (CECaT) , Badalona, Spain
- 11 Department of Pathology, Vall d'Hebron University Hospital and Autonomous University of Barcelona , Barcelona, Spain
| | - Carmela Iglesias
- 3 Consortium for the study of thyroid cancer (CECaT) , Badalona, Spain
- 11 Department of Pathology, Vall d'Hebron University Hospital and Autonomous University of Barcelona , Barcelona, Spain
| | - Manel Puig-Domingo
- 1 Department of Endocrinology and Nutrition, Health Sciences Research Institute and University Hospital Germans Trias i Pujol , Badalona, Spain
- 2 Centre for Biomedical Research on Diabetes and Associated Metabolic Diseases (CIBERDEM) , ISCIII, Badalona, Spain
- 3 Consortium for the study of thyroid cancer (CECaT) , Badalona, Spain
| | - Mercedes Robledo
- 12 Hereditary Endocrine Cancer Group, Spanish National Cancer Centre , Madrid, Spain
- 13 Centre for Biomedical Research on Rare Diseases (CIBERER) , ISCIII, Madrid, Spain
| | - Xavier Matias-Guiu
- 6 Department of Pathology and Molecular Genetics, University Hospital Arnau de Vilanova and University of Lleida , Biomedical Research Institute of Lleida, Lleida, Spain
| | - Didac Mauricio
- 1 Department of Endocrinology and Nutrition, Health Sciences Research Institute and University Hospital Germans Trias i Pujol , Badalona, Spain
- 2 Centre for Biomedical Research on Diabetes and Associated Metabolic Diseases (CIBERDEM) , ISCIII, Badalona, Spain
- 3 Consortium for the study of thyroid cancer (CECaT) , Badalona, Spain
| |
Collapse
|