1
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Nguyen TPX, Roytrakul S, Buranapraditkun S, Shuangshoti S, Kitkumthorn N, Keelawat S. Proteomics profile in encapsulated follicular patterned thyroid neoplasms. Sci Rep 2024; 14:16343. [PMID: 39013964 PMCID: PMC11252349 DOI: 10.1038/s41598-024-67079-6] [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: 03/12/2024] [Accepted: 07/08/2024] [Indexed: 07/18/2024] Open
Abstract
Diagnosing encapsulated follicular-patterned thyroid tumors like Invasive Encapsulated Follicular Variant of Papillary Thyroid Carcinoma (IEFVPTC), Non-invasive Follicular Thyroid Neoplasm with Papillary-like Nuclear Features (NIFTP), and Well-Differentiated Tumor of Uncertain Malignant Potential (WDT-UMP) remains challenging due to their morphological and molecular similarities. This study aimed to investigate the protein distinctions among these three thyroid tumors and discover biological tumorigenesis through proteomic analysis. We employed total shotgun proteome analysis allowing to discover the quantitative expression of over 1398 proteins from 12 normal thyroid tissues, 13 IEFVPTC, 11 NIFTP, and 10 WDT-UMP. Principal component analysis revealed a distinct separation of IEFVPTC and normal tissue samples, distinguishing them from the low-risk tumor group (NIFTP and WDT-UMP). IEFVPTC exhibited the highest number of differentially expressed proteins (DEPs) compared to the other tumors. No discriminatory proteins between NIFTP and WDT-UMP were identified. Moreover, DEPs in IEFVPTC were significantly associated with thyroid tumor progression pathways. Certain hub genes linked to the response of immune checkpoint inhibitor therapy, revealing the potential predictor of prognosis. In conclusion, the proteomic profile of IEFVPTC differs from that of low-risk tumors. These findings may provide valuable insights into tumor biology and offer a basis for developing novel therapeutic strategies for follicular-patterned thyroid neoplasms.
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Affiliation(s)
- Truong Phan-Xuan Nguyen
- Department of Pathology, Faculty of Medicine, Chulalongkorn University, Bangkok, 10330, Thailand
| | - Sittiruk Roytrakul
- Functional Proteomics Technology Laboratory, National Center for Genetic Engineering and Biotechnology, National Science and Technology Development Agency, Pathumthani 12120, Thailand
| | - Supranee Buranapraditkun
- Division of Allergy and Clinical Immunology, Department of Medicine, King Chulalongkorn Memorial Hospital, Faculty of Medicine, Chulalongkorn University, Thai Red Cross Society, Bangkok, 10330, Thailand
- Center of Excellence in Thai Pediatric Gastroenterology, Hepatology and Immunology (TPGHAI), Faculty of Medicine, Chulalongkorn University, Bangkok, 10330, Thailand
| | - Shanop Shuangshoti
- Department of Pathology, Faculty of Medicine, Chulalongkorn University, Bangkok, 10330, Thailand
- Chulalongkorn GenePRO Center, Faculty of Medicine, Chulalongkorn University, Bangkok, 10330, Thailand
| | - Nakarin Kitkumthorn
- Department of Oral Biology, Faculty of Dentistry, Mahidol University, Bangkok, 10330, Thailand.
| | - Somboon Keelawat
- Department of Pathology, Faculty of Medicine, Chulalongkorn University, Bangkok, 10330, Thailand.
- Precision Pathology of Neoplasia Research Group, Department of Pathology, Faculty of Medicine, Chulalongkorn University, Bangkok, 10330, Thailand.
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2
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Coelho M, Capela J, Anjo SI, Pacheco J, Fernandes MS, Amendoeira I, Jones JG, Raposo L, Manadas B. Proteomics Reveals mRNA Regulation and the Action of Annexins in Thyroid Cancer. Int J Mol Sci 2023; 24:14542. [PMID: 37833989 PMCID: PMC10572572 DOI: 10.3390/ijms241914542] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/06/2023] [Revised: 09/20/2023] [Accepted: 09/22/2023] [Indexed: 10/15/2023] Open
Abstract
Differentiated thyroid cancer is the most common malignancy of the endocrine system. Although most thyroid nodules are benign, given the high incidence of thyroid nodules in the population, it is important to understand the differences between benign and malignant thyroid cancer and the molecular alterations associated with malignancy to improve detection and signal potential diagnostic, prognostic, and therapeutic targets. Proteomics analysis of benign and malignant human thyroid tissue largely revealed changes indicating modifications in RNA regulation, a common cancer characteristic. In addition, changes in the immune system and cell membrane/endocytic processes were also suggested to be involved. Annexin A1 was considered a potential malignancy biomarker and, similarly to other annexins, it was found to increase in the malignant group. Furthermore, a bioinformatics approach points to the transcription factor Sp1 as being potentially involved in most of the alterations seen in the malignant thyroid nodules.
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Affiliation(s)
- Margarida Coelho
- CNC—Center for Neurosciences and Cell Biology, University of Coimbra, 3004-517 Coimbra, Portugal; (M.C.)
- CIBB—Centre for Innovative Biomedicine and Biotechnology, University of Coimbra, 3004-517 Coimbra, Portugal
- III Institute for Interdisciplinary Research, University of Coimbra (IIIUC), 3030-789 Coimbra, Portugal
- Department of Chemistry, Faculty of Sciences and Technology, University of Coimbra, 3004-535 Coimbra, Portugal
| | - João Capela
- Centro Hospitalar Universitário São João, 4200-319 Porto, Portugal
| | - Sandra I. Anjo
- CNC—Center for Neurosciences and Cell Biology, University of Coimbra, 3004-517 Coimbra, Portugal; (M.C.)
- CIBB—Centre for Innovative Biomedicine and Biotechnology, University of Coimbra, 3004-517 Coimbra, Portugal
- III Institute for Interdisciplinary Research, University of Coimbra (IIIUC), 3030-789 Coimbra, Portugal
| | - João Pacheco
- Centro Hospitalar Universitário São João, 4200-319 Porto, Portugal
| | | | - Isabel Amendoeira
- Centro Hospitalar Universitário São João, 4200-319 Porto, Portugal
- I3S, Instituto de Investigação e Inovação em Saúde, 4200-135 Porto, Portugal
- Ipatimup, Instituto de Patologia e Imunologia Molecular da Universidade do Porto, 4200-465 Porto, Portugal
| | - John G. Jones
- CNC—Center for Neurosciences and Cell Biology, University of Coimbra, 3004-517 Coimbra, Portugal; (M.C.)
- CIBB—Centre for Innovative Biomedicine and Biotechnology, University of Coimbra, 3004-517 Coimbra, Portugal
- III Institute for Interdisciplinary Research, University of Coimbra (IIIUC), 3030-789 Coimbra, Portugal
| | - Luís Raposo
- Portuguese Society of Endocrinology, Diabetes and Metabolism, 1600-892 Lisbon, Portugal
- EPIUnit-Institute of Public Health, University of Porto, 4050-600 Porto, Portugal
| | - Bruno Manadas
- CNC—Center for Neurosciences and Cell Biology, University of Coimbra, 3004-517 Coimbra, Portugal; (M.C.)
- CIBB—Centre for Innovative Biomedicine and Biotechnology, University of Coimbra, 3004-517 Coimbra, Portugal
- III Institute for Interdisciplinary Research, University of Coimbra (IIIUC), 3030-789 Coimbra, Portugal
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3
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Liu W, Zhu J, Wu Z, Yin Y, Wu Q, Wu Y, Zheng J, Wang C, Chen H, Qazi TJ, Wu J, Zhang Y, Liu H, Yang J, Lu D, Zhang X, Ai Z. Insight of novel biomarkers for papillary thyroid carcinoma through multiomics. Front Oncol 2023; 13:1269751. [PMID: 37795451 PMCID: PMC10546062 DOI: 10.3389/fonc.2023.1269751] [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: 07/30/2023] [Accepted: 09/05/2023] [Indexed: 10/06/2023] Open
Abstract
Introduction The overdiagnosing of papillary thyroid carcinoma (PTC) in China necessitates the development of an evidence-based diagnosis and prognosis strategy in line with precision medicine. A landscape of PTC in Chinese cohorts is needed to provide comprehensiveness. Methods 6 paired PTC samples were employed for whole-exome sequencing, RNA sequencing, and data-dependent acquisition mass spectrum analysis. Weighted gene co-expression network analysis and protein-protein interactions networks were used to screen for hub genes. Moreover, we verified the hub genes' diagnostic and prognostic potential using online databases. Logistic regression was employed to construct a diagnostic model, and we evaluated its efficacy and specificity based on TCGA-THCA and GEO datasets. Results The basic multiomics landscape of PTC among local patients were drawn. The similarities and differences were compared between the Chinese cohort and TCGA-THCA cohorts, including the identification of PNPLA5 as a driver gene in addition to BRAF mutation. Besides, we found 572 differentially expressed genes and 79 differentially expressed proteins. Through integrative analysis, we identified 17 hub genes for prognosis and diagnosis of PTC. Four of these genes, ABR, AHNAK2, GPX1, and TPO, were used to construct a diagnostic model with high accuracy, explicitly targeting PTC (AUC=0.969/0.959 in training/test sets). Discussion Multiomics analysis of the Chinese cohort demonstrated significant distinctions compared to TCGA-THCA cohorts, highlighting the unique genetic characteristics of Chinese individuals with PTC. The novel biomarkers, holding potential for diagnosis and prognosis of PTC, were identified. Furthermore, these biomarkers provide a valuable tool for precise medicine, especially for immunotherapeutic or nanomedicine based cancer therapy.
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Affiliation(s)
- Wei Liu
- Department of Surgery (Thyroid & Breast), Zhongshan Hospital, Fudan University, Shanghai, China
| | - Junkan Zhu
- Department of Surgery (Thyroid & Breast), Zhongshan Hospital, Fudan University, Shanghai, China
- School of Basic Medical Sciences, Fudan University, Shanghai, China
| | - Zhen Wu
- State Key Laboratory of Genetic Engineering, School of Life Sciences, Fudan University, Shanghai, China
| | - Yongxiang Yin
- Department of Pathology, Wuxi Maternal and Child Health Care Hospital, Womens Hospital of Jiangnan University, Jiangnan University, Jiangsu, China
| | - Qiao Wu
- Department of Surgery (Thyroid & Breast), Zhongshan Hospital, Fudan University, Shanghai, China
- State Key Laboratory of Genetic Engineering, School of Life Sciences, Fudan University, Shanghai, China
| | - Yiming Wu
- Shanghai WeHealth BioMedical Technology Co., Ltd., Shanghai, China
| | - Jiaojiao Zheng
- Department of Surgery (Thyroid & Breast), Zhongshan Hospital, Fudan University, Shanghai, China
| | - Cong Wang
- Department of Surgery (Thyroid & Breast), Zhongshan Hospital, Fudan University, Shanghai, China
- Department of General Surgery, Zhongshan Hospital (Xiamen), Fudan University, Xiamen, China
- Xiamen Clinical Research Center for Cancer Therapy, Xiamen, China
| | - Hongyan Chen
- State Key Laboratory of Genetic Engineering, School of Life Sciences, Fudan University, Shanghai, China
| | - Talal Jamil Qazi
- Department of Biomedical Engineering, Balochistan University of Engineering and Technology, Khuzdar, Pakistan
| | - Jun Wu
- Chinese Academy of Sciences Center for Excellence in Molecular Cell Science, Cell Bank, Shanghai Institute of Biochemistry and Cell Biology, Chinese Academy of Sciences, University of Chinese Academy of Sciences, Shanghai, China
| | - Yuqing Zhang
- Chinese Academy of Sciences Center for Excellence in Molecular Cell Science, Cell Bank, Shanghai Institute of Biochemistry and Cell Biology, Chinese Academy of Sciences, University of Chinese Academy of Sciences, Shanghai, China
| | - Houbao Liu
- Department of General Surgery, Zhongshan Hospital, Fudan University, Shanghai, China
| | - Jingmin Yang
- State Key Laboratory of Genetic Engineering, School of Life Sciences, Fudan University, Shanghai, China
- Shanghai WeHealth BioMedical Technology Co., Ltd., Shanghai, China
- National Health Commission Key Laboratory of Birth Defects and Reproductive Health, Chongqing Population and Family Planning Science and Technology Research Institute, Chongqing, China
| | - Daru Lu
- State Key Laboratory of Genetic Engineering, School of Life Sciences, Fudan University, Shanghai, China
- National Health Commission Key Laboratory of Birth Defects and Reproductive Health, Chongqing Population and Family Planning Science and Technology Research Institute, Chongqing, China
| | - Xumin Zhang
- State Key Laboratory of Genetic Engineering, School of Life Sciences, Fudan University, Shanghai, China
| | - Zhilong Ai
- Department of Surgery (Thyroid & Breast), Zhongshan Hospital, Fudan University, Shanghai, China
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4
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Noltes ME, Bader M, Metman MJH, Vonk J, Steinkamp PJ, Kukačka J, Westerlaan HE, Dierckx RAJO, van Hemel BM, Brouwers AH, van Dam GM, Jüstel D, Ntziachristos V, Kruijff S. Towards in vivo characterization of thyroid nodules suspicious for malignancy using multispectral optoacoustic tomography. Eur J Nucl Med Mol Imaging 2023; 50:2736-2750. [PMID: 37039901 PMCID: PMC10317911 DOI: 10.1007/s00259-023-06189-1] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/04/2022] [Accepted: 03/05/2023] [Indexed: 04/12/2023]
Abstract
PURPOSE Patient-tailored management of thyroid nodules requires improved risk of malignancy stratification by accurate preoperative nodule assessment, aiming to personalize decisions concerning diagnostics and treatment. Here, we perform an exploratory pilot study to identify possible patterns on multispectral optoacoustic tomography (MSOT) for thyroid malignancy stratification. For the first time, we directly correlate MSOT images with histopathology data on a detailed level. METHODS We use recently enhanced data processing and image reconstruction methods for MSOT to provide next-level image quality by means of improved spatial resolution and spectral contrast. We examine optoacoustic features in thyroid nodules associated with vascular patterns and correlate these directly with reference histopathology. RESULTS Our methods show the ability to resolve blood vessels with diameters of 250 μm at depths of up to 2 cm. The vessel diameters derived on MSOT showed an excellent correlation (R2-score of 0.9426) with the vessel diameters on histopathology. Subsequently, we identify features of malignancy observable in MSOT, such as intranodular microvascularity and extrathyroidal extension verified by histopathology. Despite these promising features in selected patients, we could not determine statistically relevant differences between benign and malignant thyroid nodules based on mean oxygen saturation in thyroid nodules. Thus, we illustrate general imaging artifacts of the whole field of optoacoustic imaging that reduce image fidelity and distort spectral contrast, which impedes quantification of chromophore presence based on mean concentrations. CONCLUSION We recommend examining optoacoustic features in addition to chromophore quantification to rank malignancy risk. We present optoacoustic images of thyroid nodules with the highest spatial resolution and spectral contrast to date, directly correlated to histopathology, pushing the clinical translation of MSOT.
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Affiliation(s)
- Milou E Noltes
- Department of Surgical Oncology, University of Groningen, University Medical Center Groningen, Groningen, the Netherlands
- Department of Nuclear Medicine and Molecular Imaging, University Medical Center Groningen, University of Groningen, Groningen, the Netherlands
| | - Maximilian Bader
- Chair of Biological Imaging at the Central Institute for Translational Cancer Research (TranslaTUM), School of Medicine, Technical University of Munich, Munich, Germany
- Institute of Biological and Medical Imaging, Helmholtz Zentrum München, Neuherberg, Germany
| | - Madelon J H Metman
- Department of Surgical Oncology, University of Groningen, University Medical Center Groningen, Groningen, the Netherlands
| | - Jasper Vonk
- Department of Oral and Maxillofacial Surgery, University Medical Center Groningen, University of Groningen, Groningen, the Netherlands
| | - Pieter J Steinkamp
- Department of Surgical Oncology, University of Groningen, University Medical Center Groningen, Groningen, the Netherlands
| | - Jan Kukačka
- Chair of Biological Imaging at the Central Institute for Translational Cancer Research (TranslaTUM), School of Medicine, Technical University of Munich, Munich, Germany
- Institute of Biological and Medical Imaging, Helmholtz Zentrum München, Neuherberg, Germany
| | - Henriette E Westerlaan
- Department of Radiology, University Medical Center Groningen, University of Groningen, University Medical Center Groningen, Groningen, the Netherlands
| | - Rudi A J O Dierckx
- Department of Nuclear Medicine and Molecular Imaging, University Medical Center Groningen, University of Groningen, Groningen, the Netherlands
| | - Bettien M van Hemel
- Department of Pathology, University of Groningen, University Medical Center Groningen, Groningen, the Netherlands
| | - Adrienne H Brouwers
- Department of Nuclear Medicine and Molecular Imaging, University Medical Center Groningen, University of Groningen, Groningen, the Netherlands
| | - Gooitzen M van Dam
- Department of Nuclear Medicine and Molecular Imaging, University Medical Center Groningen, University of Groningen, Groningen, the Netherlands
- AxelaRx/TRACER Europe BV, Groningen, the Netherlands
| | - Dominik Jüstel
- Chair of Biological Imaging at the Central Institute for Translational Cancer Research (TranslaTUM), School of Medicine, Technical University of Munich, Munich, Germany
- Institute of Biological and Medical Imaging, Helmholtz Zentrum München, Neuherberg, Germany
- Institute of Computational Biology, Helmholtz Zentrum München, Neuherberg, Germany
| | - Vasilis Ntziachristos
- Chair of Biological Imaging at the Central Institute for Translational Cancer Research (TranslaTUM), School of Medicine, Technical University of Munich, Munich, Germany
- Institute of Biological and Medical Imaging, Helmholtz Zentrum München, Neuherberg, Germany
- Munich Institute of Robotics and Machine Intelligence (MIRMI), Technical University of Munich, Munich, Germany
| | - Schelto Kruijff
- Department of Surgical Oncology, University of Groningen, University Medical Center Groningen, Groningen, the Netherlands.
- Department of Nuclear Medicine and Molecular Imaging, University Medical Center Groningen, University of Groningen, Groningen, the Netherlands.
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5
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McMurtry V, Canberk S, Deftereos G. Molecular testing in fine-needle aspiration of thyroid nodules. Diagn Cytopathol 2023; 51:36-50. [PMID: 36480743 DOI: 10.1002/dc.25035] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/01/2022] [Revised: 07/20/2022] [Accepted: 07/22/2022] [Indexed: 12/13/2022]
Abstract
BACKGROUND Thyroid nodules are commonly faced by clinicians as palpable nodules or incidentally identified on imaging. Nodules that are found to be suspicious by imaging can be biopsied by fine needle aspiration, which can yield material for molecular testing to refine the diagnosis. METHODS The current literature concerning molecular testing in thyroid nodules including available commercial assays was reviewed and summarized. RESULTS/CONCLUSIONS Commonly encountered alterations include mutations in RAS, BRAF, TERT promoter, PTEN, and DICER1 as well as fusions of RET, ALK, PAX8-PPARγ, and NTRK. This article provides a summary of these molecular alterations, commercially available molecular assays, and general considerations for thyroid epithelial malignancies and benign thyroid nodules.
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Affiliation(s)
- Valarie McMurtry
- Department of Pathology, University of Utah, Salt Lake City, Utah, USA.,ARUP Institute for Experimental Pathology, Salt Lake City, Utah, USA
| | - Sule Canberk
- Instituto de Investigação e Inovação em Saúde (i3S), University of Porto, Porto, Portugal.,Institute of Molecular Pathology and Immunology of the University of Porto (Ipatimup), Porto, Portugal.,Abel Salazar Biomedical Sciences Institute (ICBAS), University of Porto, Porto, Portugal
| | - Georgios Deftereos
- Department of Pathology, University of Utah, Salt Lake City, Utah, USA.,ARUP Institute for Experimental Pathology, Salt Lake City, Utah, USA
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6
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Sun Y, Selvarajan S, Zang Z, Liu W, Zhu Y, Zhang H, Chen W, Chen H, Li L, Cai X, Gao H, Wu Z, Zhao Y, Chen L, Teng X, Mantoo S, Lim TKH, Hariraman B, Yeow S, Alkaff SMF, Lee SS, Ruan G, Zhang Q, Zhu T, Hu Y, Dong Z, Ge W, Xiao Q, Wang W, Wang G, Xiao J, He Y, Wang Z, Sun W, Qin Y, Zhu J, Zheng X, Wang L, Zheng X, Xu K, Shao Y, Zheng S, Liu K, Aebersold R, Guan H, Wu X, Luo D, Tian W, Li SZ, Kon OL, Iyer NG, Guo T. Artificial intelligence defines protein-based classification of thyroid nodules. Cell Discov 2022; 8:85. [PMID: 36068205 PMCID: PMC9448820 DOI: 10.1038/s41421-022-00442-x] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/22/2021] [Accepted: 06/28/2022] [Indexed: 01/21/2023] Open
Abstract
Determination of malignancy in thyroid nodules remains a major diagnostic challenge. Here we report the feasibility and clinical utility of developing an AI-defined protein-based biomarker panel for diagnostic classification of thyroid nodules: based initially on formalin-fixed paraffin-embedded (FFPE), and further refined for fine-needle aspiration (FNA) tissue specimens of minute amounts which pose technical challenges for other methods. We first developed a neural network model of 19 protein biomarkers based on the proteomes of 1724 FFPE thyroid tissue samples from a retrospective cohort. This classifier achieved over 91% accuracy in the discovery set for classifying malignant thyroid nodules. The classifier was externally validated by blinded analyses in a retrospective cohort of 288 nodules (89% accuracy; FFPE) and a prospective cohort of 294 FNA biopsies (85% accuracy) from twelve independent clinical centers. This study shows that integrating high-throughput proteomics and AI technology in multi-center retrospective and prospective clinical cohorts facilitates precise disease diagnosis which is otherwise difficult to achieve by other methods.
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Affiliation(s)
- Yaoting Sun
- Westlake Laboratory of Life Sciences and Biomedicine, Key Laboratory of Structural Biology of Zhejiang Province, School of Life Sciences, Westlake University, Hangzhou, Zhejiang, China.,Institute of Basic Medical Sciences, Westlake Institute for Advanced Study, Hangzhou, Zhejiang, China.,Research Center for Industries of the Future, Westlake University, No.18 Shilongshan Road, Hangzhou, Zhejiang, China
| | - Sathiyamoorthy Selvarajan
- Department of Anatomical Pathology, Division of Pathology, Singapore General Hospital, Singapore, Singapore
| | - Zelin Zang
- School of Engineering, Westlake University, No.18 Shilongshan Road, Hangzhou, Zhejiang, China
| | - Wei Liu
- Westlake Omics (Hangzhou) Biotechnology Co., Ltd., No.1 Yunmeng Road, Hangzhou, Zhejiang, China
| | - Yi Zhu
- Westlake Laboratory of Life Sciences and Biomedicine, Key Laboratory of Structural Biology of Zhejiang Province, School of Life Sciences, Westlake University, Hangzhou, Zhejiang, China.,Institute of Basic Medical Sciences, Westlake Institute for Advanced Study, Hangzhou, Zhejiang, China.,Research Center for Industries of the Future, Westlake University, No.18 Shilongshan Road, Hangzhou, Zhejiang, China
| | - Hao Zhang
- Department of Thyroid Surgery, the First Hospital of China Medical University, Shenyang, Liaoning, China
| | - Wanyuan Chen
- Cancer Center, Department of Pathology, Zhejiang Provincial People's Hospital, Affiliated People's Hospital, Hangzhou Medical College, Hangzhou, Zhejiang, China
| | - Hao Chen
- Westlake Omics (Hangzhou) Biotechnology Co., Ltd., No.1 Yunmeng Road, Hangzhou, Zhejiang, China
| | - Lu Li
- Westlake Laboratory of Life Sciences and Biomedicine, Key Laboratory of Structural Biology of Zhejiang Province, School of Life Sciences, Westlake University, Hangzhou, Zhejiang, China.,Institute of Basic Medical Sciences, Westlake Institute for Advanced Study, Hangzhou, Zhejiang, China.,Research Center for Industries of the Future, Westlake University, No.18 Shilongshan Road, Hangzhou, Zhejiang, China
| | - Xue Cai
- Westlake Laboratory of Life Sciences and Biomedicine, Key Laboratory of Structural Biology of Zhejiang Province, School of Life Sciences, Westlake University, Hangzhou, Zhejiang, China.,Institute of Basic Medical Sciences, Westlake Institute for Advanced Study, Hangzhou, Zhejiang, China.,Research Center for Industries of the Future, Westlake University, No.18 Shilongshan Road, Hangzhou, Zhejiang, China
| | - Huanhuan Gao
- Westlake Laboratory of Life Sciences and Biomedicine, Key Laboratory of Structural Biology of Zhejiang Province, School of Life Sciences, Westlake University, Hangzhou, Zhejiang, China.,Institute of Basic Medical Sciences, Westlake Institute for Advanced Study, Hangzhou, Zhejiang, China.,Research Center for Industries of the Future, Westlake University, No.18 Shilongshan Road, Hangzhou, Zhejiang, China
| | - Zhicheng Wu
- Westlake Laboratory of Life Sciences and Biomedicine, Key Laboratory of Structural Biology of Zhejiang Province, School of Life Sciences, Westlake University, Hangzhou, Zhejiang, China.,Institute of Basic Medical Sciences, Westlake Institute for Advanced Study, Hangzhou, Zhejiang, China.,Research Center for Industries of the Future, Westlake University, No.18 Shilongshan Road, Hangzhou, Zhejiang, China
| | - Yongfu Zhao
- Department of General Surgery, The Second Hospital of Dalian Medical University, Dalian, Liaoning, China
| | - Lirong Chen
- Department of Pathology, The Second Affiliated Hospital of College of Medicine, Zhejiang University, Hangzhou, Zhejiang, China
| | - Xiaodong Teng
- Department of Pathology, the First Affiliated Hospital, College of Medicine, Zhejiang University, Hangzhou, Zhejiang, China
| | - Sangeeta Mantoo
- Department of Anatomical Pathology, Division of Pathology, Singapore General Hospital, Singapore, Singapore
| | - Tony Kiat-Hon Lim
- Department of Anatomical Pathology, Division of Pathology, Singapore General Hospital, Singapore, Singapore
| | - Bhuvaneswari Hariraman
- Department of Head and Neck Surgery, National Cancer Center Singapore, Singapore, Singapore
| | - Serene Yeow
- Division of Medical Sciences, National Cancer Center Singapore, Singapore, Singapore
| | - Syed Muhammad Fahmy Alkaff
- Department of Anatomical Pathology, Division of Pathology, Singapore General Hospital, Singapore, Singapore
| | - Sze Sing Lee
- Division of Medical Sciences, National Cancer Center Singapore, Singapore, Singapore
| | - Guan Ruan
- Westlake Omics (Hangzhou) Biotechnology Co., Ltd., No.1 Yunmeng Road, Hangzhou, Zhejiang, China
| | - Qiushi Zhang
- Westlake Omics (Hangzhou) Biotechnology Co., Ltd., No.1 Yunmeng Road, Hangzhou, Zhejiang, China
| | - Tiansheng Zhu
- Westlake Laboratory of Life Sciences and Biomedicine, Key Laboratory of Structural Biology of Zhejiang Province, School of Life Sciences, Westlake University, Hangzhou, Zhejiang, China.,Institute of Basic Medical Sciences, Westlake Institute for Advanced Study, Hangzhou, Zhejiang, China.,Research Center for Industries of the Future, Westlake University, No.18 Shilongshan Road, Hangzhou, Zhejiang, China
| | - Yifan Hu
- Westlake Omics (Hangzhou) Biotechnology Co., Ltd., No.1 Yunmeng Road, Hangzhou, Zhejiang, China
| | - Zhen Dong
- Westlake Laboratory of Life Sciences and Biomedicine, Key Laboratory of Structural Biology of Zhejiang Province, School of Life Sciences, Westlake University, Hangzhou, Zhejiang, China.,Institute of Basic Medical Sciences, Westlake Institute for Advanced Study, Hangzhou, Zhejiang, China.,Research Center for Industries of the Future, Westlake University, No.18 Shilongshan Road, Hangzhou, Zhejiang, China
| | - Weigang Ge
- Westlake Omics (Hangzhou) Biotechnology Co., Ltd., No.1 Yunmeng Road, Hangzhou, Zhejiang, China
| | - Qi Xiao
- Westlake Laboratory of Life Sciences and Biomedicine, Key Laboratory of Structural Biology of Zhejiang Province, School of Life Sciences, Westlake University, Hangzhou, Zhejiang, China.,Institute of Basic Medical Sciences, Westlake Institute for Advanced Study, Hangzhou, Zhejiang, China.,Research Center for Industries of the Future, Westlake University, No.18 Shilongshan Road, Hangzhou, Zhejiang, China
| | - Weibin Wang
- Department of Surgical Oncology, the First Affiliated Hospital, College of Medicine, Zhejiang University, Hangzhou, Zhejiang, China
| | - Guangzhi Wang
- Department of General Surgery, The Second Hospital of Dalian Medical University, Dalian, Liaoning, China
| | - Junhong Xiao
- Department of General Surgery, The Second Hospital of Dalian Medical University, Dalian, Liaoning, China
| | - Yi He
- Department of Urology, The Second Hospital of Dalian Medical University, Dalian, Liaoning, China
| | - Zhihong Wang
- Department of Thyroid Surgery, the First Hospital of China Medical University, Shenyang, Liaoning, China
| | - Wei Sun
- Department of Thyroid Surgery, the First Hospital of China Medical University, Shenyang, Liaoning, China
| | - Yuan Qin
- Department of Thyroid Surgery, the First Hospital of China Medical University, Shenyang, Liaoning, China
| | - Jiang Zhu
- Department of Ultrasound, Sir Run Run Shaw Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang, China
| | - Xu Zheng
- Liaoning Laboratory of Cancer Genetics and Epigenetics and Department of Cell Biology, College of Basic Medical Sciences, Dalian Medical University, Dalian, Liaoning, China
| | - Linyan Wang
- Department of Ophthalmology, The Second Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang, China
| | - Xi Zheng
- Cancer Institute (Key Laboratory of Cancer Prevention and Intervention, China National Ministry of Education, Key Laboratory of Molecular Biology in Medical Sciences, Zhejiang, China), The Second Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang, China
| | - Kailun Xu
- Cancer Institute (Key Laboratory of Cancer Prevention and Intervention, China National Ministry of Education, Key Laboratory of Molecular Biology in Medical Sciences, Zhejiang, China), The Second Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang, China
| | - Yingkuan Shao
- Cancer Institute (Key Laboratory of Cancer Prevention and Intervention, China National Ministry of Education, Key Laboratory of Molecular Biology in Medical Sciences, Zhejiang, China), The Second Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang, China
| | - Shu Zheng
- Cancer Institute (Key Laboratory of Cancer Prevention and Intervention, China National Ministry of Education, Key Laboratory of Molecular Biology in Medical Sciences, Zhejiang, China), The Second Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang, China
| | - Kexin Liu
- Department of Clinical Pharmacology, College of Pharmacy, Dalian Medical University, Dalian, Liaoning, China
| | - Ruedi Aebersold
- Department of Biology, Institute of Molecular Systems Biology, ETH Zurich, Zurich, Switzerland.,Faculty of Science, University of Zurich, Zurich, Switzerland
| | - Haixia Guan
- Department of Endocrinology, Guangdong Provincial People's Hospital, Guangdong Academy of Medical Sciences, Guangzhou, Guangdong, China
| | - Xiaohong Wu
- Department of Endocrinology, Zhejiang Provincial People's Hospital, Affiliated People's Hospital, Hangzhou, Zhejiang, China
| | - Dingcun Luo
- Department of Surgical Oncology, Affiliated Hangzhou First People's Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang, China
| | - Wen Tian
- Department of General Surgery, PLA General Hospital, Beijing, China
| | - Stan Ziqing Li
- School of Engineering, Westlake University, No.18 Shilongshan Road, Hangzhou, Zhejiang, China. .,Westlake Laboratory of Life Sciences and Biomedicine, Westlake University, Hangzhou, Zhejiang, China.
| | - Oi Lian Kon
- Division of Medical Sciences, National Cancer Center Singapore, Singapore, Singapore.
| | - Narayanan Gopalakrishna Iyer
- Department of Head and Neck Surgery, National Cancer Center Singapore, Singapore, Singapore. .,Division of Medical Sciences, National Cancer Center Singapore, Singapore, Singapore.
| | - Tiannan Guo
- Westlake Laboratory of Life Sciences and Biomedicine, Key Laboratory of Structural Biology of Zhejiang Province, School of Life Sciences, Westlake University, Hangzhou, Zhejiang, China. .,Institute of Basic Medical Sciences, Westlake Institute for Advanced Study, Hangzhou, Zhejiang, China. .,Research Center for Industries of the Future, Westlake University, No.18 Shilongshan Road, Hangzhou, Zhejiang, China.
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7
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Li HN, Zhang HM, Li XR, Wang J, Xu T, Li SY, Dong ML, Wang G, Cui XQ, Yang X, Wu YL, Liao XH, Du YY. MiR-205-5p/GGCT Attenuates Growth and Metastasis of Papillary Thyroid Cancer by Regulating CD44. Endocrinology 2022; 163:6537106. [PMID: 35213720 PMCID: PMC8944316 DOI: 10.1210/endocr/bqac022] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/17/2021] [Indexed: 11/23/2022]
Abstract
Papillary thyroid cancer (PTC) remains the most common endocrine malignancy, despite marked achieves in recent decades, and the mechanisms underlying the pathogenesis and progression for PTC are incompletely elucidated. Accumulating evidence show that γ-glutamylcyclotransferase (GGCT), an enzyme participating in glutathione homeostasis and is elevated in multiple types of tumors, represents an attractive therapeutic target. Using bioinformatics, immunohistochemistry, qRT-PCR, and Western blot assays, we found that GGCT expression was upregulated in PTC and correlated with more aggressive clinicopathological characteristics and worse prognosis. GGCT knockdown inhibited the growth and metastasis ability of PTC cells both in vitro and in vivo and reduced the expression of mesenchymal markers (N-cadherin, CD44, MMP2, and MMP9) while increasing epithelial marker (E-cadherin) in PTC cells. We confirmed binding of microRNA-205-5p (miR-205-5p) on the 3'-UTR regions of GGCT by dual-luciferase reporter assay and RNA-RNA pull-down assay. Delivery of miR-205-5p reversed the pro-malignant capacity of GGCT both in vitro and in vivo. Lastly, we found that GGCT interacted with and stabilized CD44 in PTC cells by co-immunoprecipitation and immunohistochemistry assays. Our findings illustrate a novel signaling pathway, miR-205-5p/GGCT/CD44, that involves in the carcinogenesis and progression of PTC. Development of miR-205-mimics or GGCT inhibitors as potential therapeutics for PTC may have remarkable applications.
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Affiliation(s)
- Han-Ning Li
- Department of Thyroid and Breast Surgery, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology (HUST), Wuhan, Hubei 430030, People’s Republic of China
- Laboratory of Thyroid and Breast Surgery, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology (HUST), Wuhan, Hubei 430030, People’s Republic of China
- Laboratory of General Surgery, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology (HUST), Wuhan, Hubei 430030, People’s Republic of China
| | - Hui-Min Zhang
- College of Life Science and Health, Wuhan University of Science and Technology, Wuhan, Hubei, 430065, People’s Republic of China
| | - Xing-Rui Li
- Department of Thyroid and Breast Surgery, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology (HUST), Wuhan, Hubei 430030, People’s Republic of China
- Laboratory of Thyroid and Breast Surgery, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology (HUST), Wuhan, Hubei 430030, People’s Republic of China
- Laboratory of General Surgery, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology (HUST), Wuhan, Hubei 430030, People’s Republic of China
| | - Jun Wang
- College of Life Science and Health, Wuhan University of Science and Technology, Wuhan, Hubei, 430065, People’s Republic of China
| | - Tao Xu
- Department of Thyroid and Breast Surgery, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology (HUST), Wuhan, Hubei 430030, People’s Republic of China
- Laboratory of Thyroid and Breast Surgery, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology (HUST), Wuhan, Hubei 430030, People’s Republic of China
- Laboratory of General Surgery, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology (HUST), Wuhan, Hubei 430030, People’s Republic of China
- Department of Obstetrics and Gynecology, Cancer Biology research center, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology (HUST), Wuhan, Hubei 430030, People’s Republic of China
| | - Shu-Yu Li
- Department of Thyroid and Breast Surgery, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology (HUST), Wuhan, Hubei 430030, People’s Republic of China
- Laboratory of Thyroid and Breast Surgery, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology (HUST), Wuhan, Hubei 430030, People’s Republic of China
- Laboratory of General Surgery, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology (HUST), Wuhan, Hubei 430030, People’s Republic of China
| | - Meng-Lu Dong
- Department of Thyroid and Breast Surgery, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology (HUST), Wuhan, Hubei 430030, People’s Republic of China
- Laboratory of Thyroid and Breast Surgery, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology (HUST), Wuhan, Hubei 430030, People’s Republic of China
- Laboratory of General Surgery, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology (HUST), Wuhan, Hubei 430030, People’s Republic of China
| | - Ge Wang
- Department of Thyroid and Breast Surgery, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology (HUST), Wuhan, Hubei 430030, People’s Republic of China
- Laboratory of Thyroid and Breast Surgery, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology (HUST), Wuhan, Hubei 430030, People’s Republic of China
- Laboratory of General Surgery, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology (HUST), Wuhan, Hubei 430030, People’s Republic of China
| | - Xiao-Qing Cui
- Department of Thyroid and Breast Surgery, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology (HUST), Wuhan, Hubei 430030, People’s Republic of China
- Laboratory of Thyroid and Breast Surgery, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology (HUST), Wuhan, Hubei 430030, People’s Republic of China
- Laboratory of General Surgery, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology (HUST), Wuhan, Hubei 430030, People’s Republic of China
| | - Xue Yang
- Department of Thyroid and Breast Surgery, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology (HUST), Wuhan, Hubei 430030, People’s Republic of China
- Laboratory of Thyroid and Breast Surgery, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology (HUST), Wuhan, Hubei 430030, People’s Republic of China
- Laboratory of General Surgery, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology (HUST), Wuhan, Hubei 430030, People’s Republic of China
| | - Yong-Lin Wu
- Department of Thyroid and Breast Surgery, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology (HUST), Wuhan, Hubei 430030, People’s Republic of China
- Laboratory of Thyroid and Breast Surgery, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology (HUST), Wuhan, Hubei 430030, People’s Republic of China
- Laboratory of General Surgery, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology (HUST), Wuhan, Hubei 430030, People’s Republic of China
| | - Xing-Hua Liao
- College of Life Science and Health, Wuhan University of Science and Technology, Wuhan, Hubei, 430065, People’s Republic of China
- Correspondence: Xing-Hua Liao, Ph.D., College of Life Science and Health, Wuhan University of Science and Technology, People’s Republic of China.
| | - Ya-Ying Du
- Department of Thyroid and Breast Surgery, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology (HUST), Wuhan, Hubei 430030, People’s Republic of China
- Laboratory of Thyroid and Breast Surgery, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology (HUST), Wuhan, Hubei 430030, People’s Republic of China
- Laboratory of General Surgery, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology (HUST), Wuhan, Hubei 430030, People’s Republic of China
- Correspondence: Ya-Ying Du, M.D., Ph.D., Surgeon of Department of Thyroid and Breast Surgery, Tongji Hospital, Deputy Dean for Clinical Affairs, Laboratory of Thyroid and Breast Surgery, People’s Republic of China.
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8
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Sun Y, Li L, Zhou Y, Ge W, Wang H, Wu R, Liu W, Chen H, Xiao Q, Cai X, Dong Z, Zhang F, Xiao J, Wang G, He Y, Gao J, Kon OL, Iyer NG, Guan H, Teng X, Zhu Y, Zhao Y, Guo T. Stratification of follicular thyroid tumors using data-independent acquisition proteomics and a comprehensive thyroid tissue spectral library. Mol Oncol 2022; 16:1611-1624. [PMID: 35194950 PMCID: PMC9019893 DOI: 10.1002/1878-0261.13198] [Citation(s) in RCA: 10] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/21/2021] [Revised: 12/17/2021] [Accepted: 02/21/2022] [Indexed: 11/23/2022] Open
Abstract
Thyroid nodules occur in about 60% of the population. A major challenge in thyroid nodule diagnosis is to distinguish between follicular adenoma (FA) and carcinoma (FTC). Here, we present a comprehensive thyroid spectral library covering five types of thyroid tissues. This library includes 121 960 peptides and 9941 protein groups. This spectral library can be used to quantify up to 7863 proteins from thyroid tissues, and can also be used to develop parallel reaction monitoring (PRM) assays for targeted protein quantification. Next, to stratify follicular thyroid tumours, we compared the proteomes of 24 FA and 22 FTC samples, and identified 204 differentially expressed proteins (DEPs). Our data suggest altered ferroptosis pathways in malignant follicular carcinoma. In all, 31 selected proteins effectively distinguished follicular tumours. Of those DEPs, nine proteins were further verified by PRM in an independent cohort of 18 FA and 19 FTC. Together, we present a comprehensive spectral library for DIA and targeted proteomics analysis of thyroid tissue specimens, and identified nine proteins that could potentially distinguish FA and FTC.
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Affiliation(s)
- Yaoting Sun
- Zhejiang University, 866 Yuhangtang Road, Hangzhou, 310058, China.,Westlake Laboratory of Life Sciences and Biomedicine, No.18 Shilongshan Road, Hangzhou, 310024, China.,School of Life Sciences, Westlake University, Hangzhou, Zhejiang, China.,Key Laboratory of Structural Biology of Zhejiang Province, School of Life Sciences, Westlake University, No.18 Shilongshan Road, Hangzhou, 310024, China.,Institute of Basic Medical Sciences, Westlake Institute for Advanced Study, No.18 Shilongshan Road, Hangzhou, 310024, China
| | - Lu Li
- Zhejiang University, 866 Yuhangtang Road, Hangzhou, 310058, China.,Westlake Laboratory of Life Sciences and Biomedicine, No.18 Shilongshan Road, Hangzhou, 310024, China.,School of Life Sciences, Westlake University, Hangzhou, Zhejiang, China.,Key Laboratory of Structural Biology of Zhejiang Province, School of Life Sciences, Westlake University, No.18 Shilongshan Road, Hangzhou, 310024, China.,Institute of Basic Medical Sciences, Westlake Institute for Advanced Study, No.18 Shilongshan Road, Hangzhou, 310024, China
| | - Yan Zhou
- Zhejiang University, 866 Yuhangtang Road, Hangzhou, 310058, China.,Westlake Laboratory of Life Sciences and Biomedicine, No.18 Shilongshan Road, Hangzhou, 310024, China.,School of Life Sciences, Westlake University, Hangzhou, Zhejiang, China.,Key Laboratory of Structural Biology of Zhejiang Province, School of Life Sciences, Westlake University, No.18 Shilongshan Road, Hangzhou, 310024, China.,Institute of Basic Medical Sciences, Westlake Institute for Advanced Study, No.18 Shilongshan Road, Hangzhou, 310024, China
| | - Weigang Ge
- Westlake Omics (Hangzhou) Biotechnology Co., Ltd., No.1 Yunmeng Road, Hangzhou, 310024, China
| | - He Wang
- Westlake Laboratory of Life Sciences and Biomedicine, No.18 Shilongshan Road, Hangzhou, 310024, China.,School of Life Sciences, Westlake University, Hangzhou, Zhejiang, China.,Key Laboratory of Structural Biology of Zhejiang Province, School of Life Sciences, Westlake University, No.18 Shilongshan Road, Hangzhou, 310024, China.,Institute of Basic Medical Sciences, Westlake Institute for Advanced Study, No.18 Shilongshan Road, Hangzhou, 310024, China
| | - Runxin Wu
- Westlake Laboratory of Life Sciences and Biomedicine, No.18 Shilongshan Road, Hangzhou, 310024, China.,School of Life Sciences, Westlake University, Hangzhou, Zhejiang, China.,Key Laboratory of Structural Biology of Zhejiang Province, School of Life Sciences, Westlake University, No.18 Shilongshan Road, Hangzhou, 310024, China.,Institute of Basic Medical Sciences, Westlake Institute for Advanced Study, No.18 Shilongshan Road, Hangzhou, 310024, China.,Whiting School of Engineering, Department of Biomedical Engineering, Johns Hopkins University, Baltimore, MD, 21218-2625, USA
| | - Wei Liu
- Westlake Omics (Hangzhou) Biotechnology Co., Ltd., No.1 Yunmeng Road, Hangzhou, 310024, China
| | - Hao Chen
- Westlake Omics (Hangzhou) Biotechnology Co., Ltd., No.1 Yunmeng Road, Hangzhou, 310024, China
| | - Qi Xiao
- Zhejiang University, 866 Yuhangtang Road, Hangzhou, 310058, China.,Westlake Laboratory of Life Sciences and Biomedicine, No.18 Shilongshan Road, Hangzhou, 310024, China.,School of Life Sciences, Westlake University, Hangzhou, Zhejiang, China.,Key Laboratory of Structural Biology of Zhejiang Province, School of Life Sciences, Westlake University, No.18 Shilongshan Road, Hangzhou, 310024, China.,Institute of Basic Medical Sciences, Westlake Institute for Advanced Study, No.18 Shilongshan Road, Hangzhou, 310024, China
| | - Xue Cai
- Zhejiang University, 866 Yuhangtang Road, Hangzhou, 310058, China.,Westlake Laboratory of Life Sciences and Biomedicine, No.18 Shilongshan Road, Hangzhou, 310024, China.,School of Life Sciences, Westlake University, Hangzhou, Zhejiang, China.,Key Laboratory of Structural Biology of Zhejiang Province, School of Life Sciences, Westlake University, No.18 Shilongshan Road, Hangzhou, 310024, China.,Institute of Basic Medical Sciences, Westlake Institute for Advanced Study, No.18 Shilongshan Road, Hangzhou, 310024, China
| | - Zhen Dong
- Westlake Laboratory of Life Sciences and Biomedicine, No.18 Shilongshan Road, Hangzhou, 310024, China.,School of Life Sciences, Westlake University, Hangzhou, Zhejiang, China.,Key Laboratory of Structural Biology of Zhejiang Province, School of Life Sciences, Westlake University, No.18 Shilongshan Road, Hangzhou, 310024, China.,Institute of Basic Medical Sciences, Westlake Institute for Advanced Study, No.18 Shilongshan Road, Hangzhou, 310024, China
| | - Fangfei Zhang
- Westlake Laboratory of Life Sciences and Biomedicine, No.18 Shilongshan Road, Hangzhou, 310024, China.,School of Life Sciences, Westlake University, Hangzhou, Zhejiang, China.,Key Laboratory of Structural Biology of Zhejiang Province, School of Life Sciences, Westlake University, No.18 Shilongshan Road, Hangzhou, 310024, China.,Institute of Basic Medical Sciences, Westlake Institute for Advanced Study, No.18 Shilongshan Road, Hangzhou, 310024, China
| | - Junhong Xiao
- Department of General Surgery, The Second Hospital of Dalian Medical University, Dalian, 116023, China
| | - Guangzhi Wang
- Department of General Surgery, The Second Hospital of Dalian Medical University, Dalian, 116023, China
| | - Yi He
- Department of Urology, The Second Hospital of Dalian Medical University, Dalian, 116023, China
| | - Jinlong Gao
- Westlake Laboratory of Life Sciences and Biomedicine, No.18 Shilongshan Road, Hangzhou, 310024, China.,School of Life Sciences, Westlake University, Hangzhou, Zhejiang, China.,Key Laboratory of Structural Biology of Zhejiang Province, School of Life Sciences, Westlake University, No.18 Shilongshan Road, Hangzhou, 310024, China.,Whiting School of Engineering, Department of Biomedical Engineering, Johns Hopkins University, Baltimore, MD, 21218-2625, USA
| | - Oi Lian Kon
- Division of Medical Sciences, National Cancer Centre Singapore, Singapore, 169610, Republic of Singapore
| | - N Gopalakrishna Iyer
- Division of Medical Sciences, National Cancer Centre Singapore, Singapore, 169610, Republic of Singapore.,Department of Head and Neck Surgery, National Cancer Centre Singapore, Republic of Singapore
| | - Haixia Guan
- Department of Endocrinology, Guangdong Provincial People's Hospital, Guangdong Academy of Medical Sciences, 106 Zhongshan erlu, Guangzhou, 510080, China
| | - Xiaodong Teng
- Department of Pathology, the First Affiliated Hospital, Zhejiang University School of Medicine, 79 Qingchun Road, Hangzhou, 310063, China
| | - Yi Zhu
- Westlake Laboratory of Life Sciences and Biomedicine, No.18 Shilongshan Road, Hangzhou, 310024, China.,School of Life Sciences, Westlake University, Hangzhou, Zhejiang, China.,Key Laboratory of Structural Biology of Zhejiang Province, School of Life Sciences, Westlake University, No.18 Shilongshan Road, Hangzhou, 310024, China.,Institute of Basic Medical Sciences, Westlake Institute for Advanced Study, No.18 Shilongshan Road, Hangzhou, 310024, China
| | - Yongfu Zhao
- Department of General Surgery, The Second Hospital of Dalian Medical University, Dalian, 116023, China
| | - Tiannan Guo
- Zhejiang University, 866 Yuhangtang Road, Hangzhou, 310058, China.,Westlake Laboratory of Life Sciences and Biomedicine, No.18 Shilongshan Road, Hangzhou, 310024, China.,School of Life Sciences, Westlake University, Hangzhou, Zhejiang, China.,Key Laboratory of Structural Biology of Zhejiang Province, School of Life Sciences, Westlake University, No.18 Shilongshan Road, Hangzhou, 310024, China.,Institute of Basic Medical Sciences, Westlake Institute for Advanced Study, No.18 Shilongshan Road, Hangzhou, 310024, China
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9
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Yang F, Lian M, Ma H, Feng L, Shen X, Chen J, Fang J. Identification of key genes associated with papillary thyroid microcarcinoma characteristics by integrating transcriptome sequencing and weighted gene co-expression network analysis. Gene 2022; 811:146086. [PMID: 34856364 DOI: 10.1016/j.gene.2021.146086] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/15/2021] [Revised: 11/01/2021] [Accepted: 11/23/2021] [Indexed: 12/24/2022]
Abstract
OBJECTIVE Papillary thyroid microcarcinoma (PTMC) is the most prevalent histological type of thyroid carcinoma. Despite the overall favorable prognosis of PTMC, some cases exhibit aggressive phenotypes. The identification of robust biomarkers may improve early PTMC diagnosis. In this study, we integrated high-throughput transcriptome sequencing, bioinformatic analyses and experimental validation to identify key genes associated with the malignant characteristics of PTMC. METHODS Total RNA was extracted from 24 PTMC samples and 7 non-malignant thyroid tissue samples, followed by RNA sequencing. The differentially expressed genes (DEGs) were identified and used to construct co-expression networks by weighted gene co-expression network analysis (WGCNA). Gene ontology and Kyoto Encyclopedia of Genes and Genomes enrichment analyses were performed, and protein-protein interaction networks were constructed. Key modules and hub genes showing a strong correlation with the malignant characteristics of PTMC were identified and validated. RESULTS The green-yellow and turquoise modules generated by WGCNA were strongly associated with the malignant characteristics of PTMC. Functional enrichment analysis revealed that genes in the green-yellow module participated in cell motility and metabolism, whereas those in the turquoise module participated in several oncogenic biological processes. Nine real hub genes (FHL1, NDRG2, NEXN, SYNM, COL1A1, FN1, LAMC2, POSTN, and TGFBI) were identified and validated at the transcriptional and translational levels. Our preliminary results indicated their diagnostic potentials in PTMC. CONCLUSIONS In this study, we identified key co-expression modules and nine malignancy-related genes with potential diagnostic value in PTMC.
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Affiliation(s)
- Fan Yang
- Department of Otorhinolaryngology Head and Neck Surgery, Beijing Anzhen Hospital, Capital Medical University, Beijing, China, 100029.
| | - Meng Lian
- Department of Otorhinolaryngology Head and Neck Surgery, Beijing Tongren Hospital, Capital Medical University, Beijing, China, 100730
| | - Hongzhi Ma
- Department of Otorhinolaryngology Head and Neck Surgery, Beijing Tongren Hospital, Capital Medical University, Beijing, China, 100730
| | - Ling Feng
- Department of Otorhinolaryngology Head and Neck Surgery, Beijing Tongren Hospital, Capital Medical University, Beijing, China, 100730
| | - Xixi Shen
- Department of Otorhinolaryngology Head and Neck Surgery, Beijing Tongren Hospital, Capital Medical University, Beijing, China, 100730
| | - Jiaming Chen
- Department of Otorhinolaryngology Head and Neck Surgery, Beijing Tongren Hospital, Capital Medical University, Beijing, China, 100730
| | - Jugao Fang
- Department of Otorhinolaryngology Head and Neck Surgery, Beijing Tongren Hospital, Capital Medical University, Beijing, China, 100730; Department of Thyroid Surgery, Beijing Tongren Hospital, Capital Medical University, Beijing, China, 100730.
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10
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Benabdelkamel H, Rafiullah M, Masood A, Alsaif A, Musambil M, Alfadda AA. Proteomic profiling of thyroid tissue in patients with obesity and benign diffuse goiter. Front Endocrinol (Lausanne) 2022; 13:923465. [PMID: 35966064 PMCID: PMC9365950 DOI: 10.3389/fendo.2022.923465] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/19/2022] [Accepted: 07/04/2022] [Indexed: 11/13/2022] Open
Abstract
Goiter is a term to describe the enlargement of the thyroid gland. The pathophysiology and molecular changes behind development of diffuse benign goiter remains unclear. The present study targeted to identify and describe the alterations in the thyroid tissue proteome from patients (obese euthyroid) with benign diffuse goiter (BDG) using proteomics approach. Thyroid tissue samples, from 7 age and sex matched, patients with BDG and 7 controls were obtained at the time of surgery. An untargeted proteomic analysis of the thyroid tissue was performed out utilizing two-dimensional difference (2D-DIGE) in gel electrophoresis followed by matrix-assisted laser desorption/ionization time-of-flight mass spectrometry (MALDI-TOF-MS) for identification of the proteins. Progenesis software was used to identify changes in expression of tissue proteins and found statistically significant differences in abundance in a total of 90 proteins, 46 up and 44 down (1.5-fold change, ANOVA, p ≤ 0.05) in BDG compared to the control group. Bioinformatic analysis using Ingenuity Pathway Analysis (IPA) identified dysregulation of signalling pathways linked to ERK1/2, Glutathione peroxidase and NADPH oxidase associated to organismal injury and abnormalities, endocrine system disorders and cancer. The thyroid tissue proteome in patients with BDG revealed a significant decrease in thyroglobulin along with dysregulation of glycolysis and an increase in prooxidant peroxidase enzymes. Dysregulation of metabolic pathways related to glycolysis, redox proteins, and the proteins associated with maintaining the cytoskeletal structure of the thyrocytes was also identified.
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Affiliation(s)
- Hicham Benabdelkamel
- Proteomics Resource Unit, Obesity Research Center, College of Medicine, King Saud University, Riyadh, Saudi Arabia
| | - Mohamed Rafiullah
- Strategic Center for Diabetes Research, College of Medicine, King Saud University, Riyadh, Saudi Arabia
| | - Afshan Masood
- Proteomics Resource Unit, Obesity Research Center, College of Medicine, King Saud University, Riyadh, Saudi Arabia
| | - Abdulaziz Alsaif
- Division of Endocrine and Breast Surgery, Department of Surgery, College of Medicine and King Saud University Medical City, King Saud University, Riyadh, Saudi Arabia
| | - Mohthash Musambil
- Proteomics Resource Unit, Obesity Research Center, College of Medicine, King Saud University, Riyadh, Saudi Arabia
| | - Assim A. Alfadda
- Proteomics Resource Unit, Obesity Research Center, College of Medicine, King Saud University, Riyadh, Saudi Arabia
- Strategic Center for Diabetes Research, College of Medicine, King Saud University, Riyadh, Saudi Arabia
- Department of Medicine, College of Medicine and King Saud University Medical City, King Saud University, Riyadh, Saudi Arabia
- *Correspondence: Assim A. Alfadda,
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11
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Raajendiran A, Krisp C, Souza DPD, Ooi G, Burton PR, Taylor RA, Molloy MP, Watt MJ. Proteome analysis of human adipocytes identifies depot-specific heterogeneity at metabolic control points. Am J Physiol Endocrinol Metab 2021; 320:E1068-E1084. [PMID: 33843278 DOI: 10.1152/ajpendo.00473.2020] [Citation(s) in RCA: 18] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/30/2022]
Abstract
Adipose tissue is a primary regulator of energy balance and metabolism. The distribution of adipose tissue depots is of clinical interest because the accumulation of upper-body subcutaneous (ASAT) and visceral adipose tissue (VAT) is associated with cardiometabolic diseases, whereas lower-body glutealfemoral adipose tissue (GFAT) appears to be protective. There is heterogeneity in morphology and metabolism of adipocytes obtained from different regions of the body, but detailed knowledge of the constituent proteins in each depot is lacking. Here, we determined the human adipocyte proteome from ASAT, VAT, and GFAT using high-resolution Sequential Window Acquisition of all Theoretical (SWATH) mass spectrometry proteomics. We quantified 4,220 proteins in adipocytes, and 2,329 proteins were expressed in all three adipose depots. Comparative analysis revealed significant differences between adipocytes from different regions (6% and 8% when comparing VAT vs. ASAT and GFAT, 3% when comparing the subcutaneous adipose tissue depots, ASAT and GFAT), with marked differences in proteins that regulate metabolic functions. The VAT adipocyte proteome was overrepresented with proteins of glycolysis, lipogenesis, oxidative stress, and mitochondrial dysfunction. The GFAT adipocyte proteome predicted the activation of peroxisome proliferator-activated receptor α (PPARα), fatty acid, and branched-chain amino acid (BCAA) oxidation, enhanced tricarboxylic acid (TCA) cycle flux, and oxidative phosphorylation, which was supported by metabolomic data obtained from adipocytes. Together, this proteomic analysis provides an important resource and novel insights that enhance the understanding of metabolic heterogeneity in the regional adipocytes of humans.NEW & NOTEWORTHY Adipocyte metabolism varies depending on anatomical location and the adipocyte protein composition may orchestrate this heterogeneity. We used SWATH proteomics in patient-matched human upper- (visceral and subcutaneous) and lower-body (glutealfemoral) adipocytes and detected 4,220 proteins and distinguishable regional proteomes. Upper-body adipocyte proteins were associated with glycolysis, de novo lipogenesis, mitochondrial dysfunction, and oxidative stress, whereas lower-body adipocyte proteins were associated with enhanced PPARα activation, fatty acid, and BCAA oxidation, TCA cycle flux, and oxidative phosphorylation.
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Affiliation(s)
- Arthe Raajendiran
- Department of Anatomy and Physiology, University of Melbourne, Melbourne, Victoria, Australia
- Department of Physiology, Monash University, Clayton, Victoria, Australia
- Metabolism, Diabetes and Obesity Program, Monash Biomedicine Discovery Institute, University of Melbourne, Melbourne, Victoria, Australia
| | - Christoph Krisp
- Australian Proteome Analysis Facility, Macquarie University, New South Wales, Australia
| | - David P De Souza
- Metabolomics Australia, Bio21 Institute of Molecular Science and Biotechnology, University of Melbourne, Parkville, Victoria, Australia
| | - Geraldine Ooi
- Faculty of Medicine, Nursing and Health Sciences, Centre for Obesity Research and Education, Monash University, Melbourne, Victoria, Australia
| | - Paul R Burton
- Faculty of Medicine, Nursing and Health Sciences, Centre for Obesity Research and Education, Monash University, Melbourne, Victoria, Australia
| | - Renea A Taylor
- Department of Physiology, Monash University, Clayton, Victoria, Australia
- Cancer Research Division, Peter MacCallum Cancer Centre, University of Melbourne, Melbourne, Victoria, Australia
| | - Mark P Molloy
- Australian Proteome Analysis Facility, Macquarie University, New South Wales, Australia
| | - Matthew J Watt
- Department of Anatomy and Physiology, University of Melbourne, Melbourne, Victoria, Australia
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12
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Cell and Molecular Biology of Thyroid Disorders 2.0. Int J Mol Sci 2021; 22:ijms22041990. [PMID: 33671462 PMCID: PMC7922009 DOI: 10.3390/ijms22041990] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/04/2021] [Revised: 02/12/2021] [Accepted: 02/15/2021] [Indexed: 12/09/2022] Open
Abstract
This issue is the second volume of the previous Special Issue, "Cell and Molecular Biology of Thyroid Disorders" [...].
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13
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Clinicopathologic Analysis of Cathepsin B as a Prognostic Marker of Thyroid Cancer. Int J Mol Sci 2020; 21:ijms21249537. [PMID: 33333840 PMCID: PMC7765333 DOI: 10.3390/ijms21249537] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/10/2020] [Revised: 12/03/2020] [Accepted: 12/10/2020] [Indexed: 12/27/2022] Open
Abstract
Thyroid cancer incidence has increased worldwide; however, investigations of thyroid cancer-related factors as potential prognosis markers remain insufficient. Secreted proteins from the cancer secretome are regulators of several molecular mechanisms and are, thereby, ideal candidates for potential markers. We aimed to identify a specific factor for thyroid cancer by analyzing the secretome from normal thyroid cells, papillary thyroid cancer (PTC) cells, and anaplastic thyroid cancer cells using mass spectrometry (MS). Cathepsin B (CTSB) showed highest expression in PTC cells compared to other cell lines, and CTSB levels in tumor samples were higher than that seen in normal tissue. Further, among thyroid cancer patients, increased CTSB expression was related to higher risk of lymph node metastasis (LNM) and advanced N stage. Overexpression of CTSB in thyroid cancer cell lines activated cell migration by increasing the expression of vimentin and Snail, while its siRNA-mediated silencing inhibited cell migration by decreasing vimentin and Snail expression. Mechanistically, CTSB-associated enhanced cell migration and upregulation of vimentin and Snail occurred via increased phosphorylation of p38. As our results suggest that elevated CTSB in thyroid cancer induces the expression of metastatic proteins and thereby leads to LNM, CTSB may be a good and clinically relevant prognostic marker.
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Gillotay P, Shankar M, Haerlingen B, Sema Elif E, Pozo‐Morales M, Garteizgogeascoa I, Reinhardt S, Kränkel A, Bläsche J, Petzold A, Ninov N, Kesavan G, Lange C, Brand M, Lefort A, Libert F, Detours V, Costagliola S, Sumeet Pal S. Single-cell transcriptome analysis reveals thyrocyte diversity in the zebrafish thyroid gland. EMBO Rep 2020; 21:e50612. [PMID: 33140917 PMCID: PMC7726803 DOI: 10.15252/embr.202050612] [Citation(s) in RCA: 16] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/09/2020] [Revised: 09/30/2020] [Accepted: 10/06/2020] [Indexed: 12/12/2022] Open
Abstract
The thyroid gland regulates growth and metabolism via production of thyroid hormone in follicles composed of thyrocytes. So far, thyrocytes have been assumed to be a homogenous population. To uncover heterogeneity in the thyrocyte population and molecularly characterize the non-thyrocyte cells surrounding the follicle, we developed a single-cell transcriptome atlas of the region containing the zebrafish thyroid gland. The 6249-cell atlas includes profiles of thyrocytes, blood vessels, lymphatic vessels, immune cells, and fibroblasts. Further, the thyrocytes show expression heterogeneity, including bimodal expression of the transcription factor pax2a. To validate thyrocyte heterogeneity, we generated a CRISPR/Cas9-based pax2a knock-in line that monitors pax2a expression in the thyrocytes. A population of pax2a-low mature thyrocytes interspersed in individual follicles can be distinguished. We corroborate heterogeneity within the thyrocyte population using RNA sequencing of pax2a-high and pax2a-low thyrocytes, which demonstrates 20% differential expression in transcriptome between the two subpopulations. Our results identify and validate transcriptional differences within the presumed homogenous thyrocyte population.
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Affiliation(s)
| | - Meghna Shankar
- IRIBHMUniversité Libre de Bruxelles (ULB)BrusselsBelgium
| | | | - Eski Sema Elif
- IRIBHMUniversité Libre de Bruxelles (ULB)BrusselsBelgium
| | | | | | - Susanne Reinhardt
- DRESDEN‐concept Genome CenterDFG NGS Competence Center, c/o Center for Molecular and Cellular BioengineeringTU DresdenDresdenGermany
| | - Annekathrin Kränkel
- DRESDEN‐concept Genome CenterDFG NGS Competence Center, c/o Center for Molecular and Cellular BioengineeringTU DresdenDresdenGermany
| | - Juliane Bläsche
- DRESDEN‐concept Genome CenterDFG NGS Competence Center, c/o Center for Molecular and Cellular BioengineeringTU DresdenDresdenGermany
| | - Andreas Petzold
- DRESDEN‐concept Genome CenterDFG NGS Competence Center, c/o Center for Molecular and Cellular BioengineeringTU DresdenDresdenGermany
| | - Nikolay Ninov
- Center for Regenerative Therapies Dresden (CRTD)TU DresdenDresdenGermany
| | - Gokul Kesavan
- Center for Regenerative Therapies Dresden TU Dresden (CRTD), and Cluster of ExcellencePhysics of Life (PoL)TU DresdenDresdenGermany
| | - Christian Lange
- Center for Regenerative Therapies Dresden TU Dresden (CRTD), and Cluster of ExcellencePhysics of Life (PoL)TU DresdenDresdenGermany
| | - Michael Brand
- Center for Regenerative Therapies Dresden TU Dresden (CRTD), and Cluster of ExcellencePhysics of Life (PoL)TU DresdenDresdenGermany
| | - Anne Lefort
- Center for Regenerative Therapies Dresden TU Dresden (CRTD), and Cluster of ExcellencePhysics of Life (PoL)TU DresdenDresdenGermany
| | - Frédérick Libert
- Center for Regenerative Therapies Dresden TU Dresden (CRTD), and Cluster of ExcellencePhysics of Life (PoL)TU DresdenDresdenGermany
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15
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A Novel Nanoproteomic Approach for the Identification of Molecular Targets Associated with Thyroid Tumors. NANOMATERIALS 2020; 10:nano10122370. [PMID: 33260544 PMCID: PMC7761166 DOI: 10.3390/nano10122370] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 11/02/2020] [Revised: 11/23/2020] [Accepted: 11/25/2020] [Indexed: 12/24/2022]
Abstract
A thyroid nodule is the most common presentation of thyroid cancer; thus, it is extremely important to differentiate benign from malignant nodules. Within malignant lesions, classification of a thyroid tumor is the primary step in the assessment of the prognosis and selection of treatment. Currently, fine-needle aspiration biopsy (FNAB) is the preoperative test most commonly used for the initial thyroid nodule diagnosis. However, due to some limitations of FNAB, different high-throughput “omics” approaches have emerged that could further support diagnosis based on histopathological patterns. In the present work, formalin-fixed paraffin-embedded (FFPE) tissue specimens from normal (non-neoplastic) thyroid (normal controls (NCs)), benign tumors (follicular thyroid adenomas (FTAs)), and some common types of well-differentiated thyroid carcinoma (follicular thyroid carcinomas (FTCs), conventional or classical papillary thyroid carcinomas (CV-PTCs), and the follicular variant of papillary thyroid carcinomas (FV-PTCs)) were analyzed. For the first time, FFPE thyroid samples were deparaffinized using an easy, fast, and non-toxic method. Protein extracts from thyroid tissue samples were analyzed using a nanoparticle-assisted proteomics approach combined with shotgun LC-MS/MS. The differentially regulated proteins found to be specific for the FTA, FTC, CV-PTC, and FV-PTC subtypes were analyzed with the bioinformatic tools STRING and PANTHER showing a profile of proteins implicated in the thyroid cancer metabolic reprogramming, cancer progression, and metastasis. These proteins represent a new source of potential molecular targets related to thyroid tumors.
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Proteomics in thyroid cancer and other thyroid-related diseases: A review of the literature. BIOCHIMICA ET BIOPHYSICA ACTA-PROTEINS AND PROTEOMICS 2020; 1868:140510. [DOI: 10.1016/j.bbapap.2020.140510] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/27/2020] [Revised: 06/26/2020] [Accepted: 07/19/2020] [Indexed: 12/21/2022]
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Dai J, Yu X, Han Y, Chai L, Liao Y, Zhong P, Xie R, Sun X, Huang Q, Wang J, Yin Z, Zhang Y, Lv Z, Jia C. TMT-labeling Proteomics of Papillary Thyroid Carcinoma Reveal Invasive Biomarkers. J Cancer 2020; 11:6122-6132. [PMID: 32922552 PMCID: PMC7477402 DOI: 10.7150/jca.47290] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/22/2020] [Accepted: 08/16/2020] [Indexed: 01/23/2023] Open
Abstract
Background and Aim: Invasion and metastasis are critical events in papillary thyroid carcinoma (PTC) progression. Protein markers specific to this process may avoid over-treatment and urgently needed. Methods: TMT-labeled mass spectrometry-based proteomics were carried out on PTC and invasive phenotype (iPTC) (3 pairs per group) and cross validate differentially expressed proteins (DEPs) (FC>1.5 and <0.67 and p<0.05) with GEO and TCGA datasets and the correlation genes of DEPs were also analyzed. Results: We identified and quantified 4607 proteins identical to PTC and iPTC groups. Among which 12 DEPs in PTC and 179 DEPs in iPTCs were found. Cross-validation with GSE60542 and TCGA database revealed 10 DEPs that all significant correlated with metastasis and staging. Upregulated SLC27A6 showed negative correlation with 6 out of 9 downregulated DEPs including HGD, CA4, COL23A1, SLC26A7, FHL1 and TPO. Conclusion: The panel of 7 genes (SLC27A6 and 6 downregulated DEPs) could have ideal prediction value to improve our understanding of invasiveness of PTC.
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Affiliation(s)
- Jiaqi Dai
- Shanghai Research Center for Thyroid Diseases, Shanghai Tenth People's Hospital, Tongji University School of Medicine, Shanghai, 200072, P. R. China
| | - Xiaqing Yu
- Department of Nuclear Medicine, Shanghai Tenth People's Hospital, Tongji University School of Medicine, Shanghai, P. R. China
| | - Yali Han
- Shanghai Research Center for Thyroid Diseases, Shanghai Tenth People's Hospital, Tongji University School of Medicine, Shanghai, 200072, P. R. China
| | - Li Chai
- Department of Nuclear Medicine, Shanghai Tenth People's Hospital, Tongji University School of Medicine, Shanghai, P. R. China
| | - Yina Liao
- Shanghai Research Center for Thyroid Diseases, Shanghai Tenth People's Hospital, Tongji University School of Medicine, Shanghai, 200072, P. R. China
| | - Peng Zhong
- Department of Nuclear Medicine, Shanghai Tenth People's Hospital, Tongji University School of Medicine, Shanghai, P. R. China
| | - Ruting Xie
- Department of Pathology, Shanghai Tenth People's Hospital, Tongji University School of Medicine, Shanghai, P. R. China
| | - Xuechen Sun
- Department of Pathology, Shanghai Tenth People's Hospital, Tongji University School of Medicine, Shanghai, P. R. China
| | - Qingqing Huang
- Department of Nuclear Medicine, Shanghai Tenth People's Hospital, Tongji University School of Medicine, Shanghai, P. R. China
| | - Jian Wang
- Department of Nuclear Medicine, Sir Run Run Shaw Hospital, School of Medicine, Zhejiang University, Hangzhou, P. R. China
| | - Zhiqiang Yin
- Shanghai Research Center for Thyroid Diseases, Shanghai Tenth People's Hospital, Tongji University School of Medicine, Shanghai, 200072, P. R. China
| | - Yun Zhang
- Shanghai Research Center for Thyroid Diseases, Shanghai Tenth People's Hospital, Tongji University School of Medicine, Shanghai, 200072, P. R. China
| | - Zhongwei Lv
- Shanghai Research Center for Thyroid Diseases, Shanghai Tenth People's Hospital, Tongji University School of Medicine, Shanghai, 200072, P. R. China.,Department of Nuclear Medicine, Shanghai Tenth People's Hospital, Tongji University School of Medicine, Shanghai, P. R. China
| | - Chengyou Jia
- Shanghai Research Center for Thyroid Diseases, Shanghai Tenth People's Hospital, Tongji University School of Medicine, Shanghai, 200072, P. R. China
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18
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Expanding cancer predisposition genes with ultra-rare cancer-exclusive human variations. Sci Rep 2020; 10:13462. [PMID: 32778766 PMCID: PMC7418036 DOI: 10.1038/s41598-020-70494-0] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/06/2020] [Accepted: 07/28/2020] [Indexed: 12/18/2022] Open
Abstract
It is estimated that up to 10% of cancer incidents are attributed to inherited genetic alterations. Despite extensive research, there are still gaps in our understanding of genetic predisposition to cancer. It was theorized that ultra-rare variants partially account for the missing heritable component. We harness the UK BioBank dataset of ~ 500,000 individuals, 14% of which were diagnosed with cancer, to detect ultra-rare, possibly high-penetrance cancer predisposition variants. We report on 115 cancer-exclusive ultra-rare variations and nominate 26 variants with additional independent evidence as cancer predisposition variants. We conclude that population cohorts are valuable source for expanding the collection of novel cancer predisposition genes.
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19
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Nylén C, Mechera R, Maréchal-Ross I, Tsang V, Chou A, Gill AJ, Clifton-Bligh RJ, Robinson BG, Sywak MS, Sidhu SB, Glover AR. Molecular Markers Guiding Thyroid Cancer Management. Cancers (Basel) 2020; 12:cancers12082164. [PMID: 32759760 PMCID: PMC7466065 DOI: 10.3390/cancers12082164] [Citation(s) in RCA: 28] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/30/2020] [Revised: 07/31/2020] [Accepted: 08/03/2020] [Indexed: 12/12/2022] Open
Abstract
The incidence of thyroid cancer is rapidly increasing, mostly due to the overdiagnosis and overtreatment of differentiated thyroid cancer (TC). The increasing use of potent preclinical models, high throughput molecular technologies, and gene expression microarrays have provided a deeper understanding of molecular characteristics in cancer. Hence, molecular markers have become a potent tool also in TC management to distinguish benign from malignant lesions, predict aggressive biology, prognosis, recurrence, as well as for identification of novel therapeutic targets. In differentiated TC, molecular markers are mainly used as an adjunct to guide management of indeterminate nodules on fine needle aspiration biopsies. In contrast, in advanced thyroid cancer, molecular markers enable targeted treatments of affected signalling pathways. Identification of the driver mutation of targetable kinases in advanced TC can select treatment with mutation targeted tyrosine kinase inhibitors (TKI) to slow growth and reverse adverse effects of the mutations, when traditional treatments fail. This review will outline the molecular landscape and discuss the impact of molecular markers on diagnosis, surveillance and treatment of differentiated, poorly differentiated and anaplastic follicular TC.
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Affiliation(s)
- Carolina Nylén
- Endocrine Surgical Unit, Royal North Shore Hospital, Northern Sydney Local Health District, St. Leonards, NSW 2065, Australia; (C.N.); (R.M.); (M.S.S.); (S.B.S.)
- Department of Molecular Medicine and Surgery, Karolinska Institutet, Karolinska University Hospital, Solna L1:00, 171 76 Stockholm, Sweden
| | - Robert Mechera
- Endocrine Surgical Unit, Royal North Shore Hospital, Northern Sydney Local Health District, St. Leonards, NSW 2065, Australia; (C.N.); (R.M.); (M.S.S.); (S.B.S.)
- Department of Visceral Surgery, Clarunis University Hospital Basel, Spitalstrasse 21, 4031 Basel, Switzerland
| | - Isabella Maréchal-Ross
- Northern Clinical School, Sydney Medical School, Faculty of Medicine and Health, University of Sydney, Sydney, NSW 2006, Australia; (I.M.-R.); (V.T.); (A.C.); (A.J.G.); (R.J.C.-B.); (B.G.R.)
| | - Venessa Tsang
- Northern Clinical School, Sydney Medical School, Faculty of Medicine and Health, University of Sydney, Sydney, NSW 2006, Australia; (I.M.-R.); (V.T.); (A.C.); (A.J.G.); (R.J.C.-B.); (B.G.R.)
- Department of Endocrinology, Royal North Shore Hospital, University of Sydney, St. Leonards, NSW 2065, Australia
| | - Angela Chou
- Northern Clinical School, Sydney Medical School, Faculty of Medicine and Health, University of Sydney, Sydney, NSW 2006, Australia; (I.M.-R.); (V.T.); (A.C.); (A.J.G.); (R.J.C.-B.); (B.G.R.)
- NSW Health Pathology, Department of Anatomical Pathology, Royal North Shore Hospital, University of Sydney, St. Leonards, NSW 2065, Australia
| | - Anthony J. Gill
- Northern Clinical School, Sydney Medical School, Faculty of Medicine and Health, University of Sydney, Sydney, NSW 2006, Australia; (I.M.-R.); (V.T.); (A.C.); (A.J.G.); (R.J.C.-B.); (B.G.R.)
- NSW Health Pathology, Department of Anatomical Pathology, Royal North Shore Hospital, University of Sydney, St. Leonards, NSW 2065, Australia
| | - Roderick J. Clifton-Bligh
- Northern Clinical School, Sydney Medical School, Faculty of Medicine and Health, University of Sydney, Sydney, NSW 2006, Australia; (I.M.-R.); (V.T.); (A.C.); (A.J.G.); (R.J.C.-B.); (B.G.R.)
- Department of Endocrinology, Royal North Shore Hospital, University of Sydney, St. Leonards, NSW 2065, Australia
- Cancer Genetics Unit, Kolling Institute, Sydney, NSW 2010, Australia
| | - Bruce G. Robinson
- Northern Clinical School, Sydney Medical School, Faculty of Medicine and Health, University of Sydney, Sydney, NSW 2006, Australia; (I.M.-R.); (V.T.); (A.C.); (A.J.G.); (R.J.C.-B.); (B.G.R.)
- Department of Endocrinology, Royal North Shore Hospital, University of Sydney, St. Leonards, NSW 2065, Australia
- Cancer Genetics Unit, Kolling Institute, Sydney, NSW 2010, Australia
| | - Mark S. Sywak
- Endocrine Surgical Unit, Royal North Shore Hospital, Northern Sydney Local Health District, St. Leonards, NSW 2065, Australia; (C.N.); (R.M.); (M.S.S.); (S.B.S.)
- Northern Clinical School, Sydney Medical School, Faculty of Medicine and Health, University of Sydney, Sydney, NSW 2006, Australia; (I.M.-R.); (V.T.); (A.C.); (A.J.G.); (R.J.C.-B.); (B.G.R.)
| | - Stan B. Sidhu
- Endocrine Surgical Unit, Royal North Shore Hospital, Northern Sydney Local Health District, St. Leonards, NSW 2065, Australia; (C.N.); (R.M.); (M.S.S.); (S.B.S.)
- Northern Clinical School, Sydney Medical School, Faculty of Medicine and Health, University of Sydney, Sydney, NSW 2006, Australia; (I.M.-R.); (V.T.); (A.C.); (A.J.G.); (R.J.C.-B.); (B.G.R.)
- Cancer Genetics Unit, Kolling Institute, Sydney, NSW 2010, Australia
| | - Anthony R. Glover
- Endocrine Surgical Unit, Royal North Shore Hospital, Northern Sydney Local Health District, St. Leonards, NSW 2065, Australia; (C.N.); (R.M.); (M.S.S.); (S.B.S.)
- Northern Clinical School, Sydney Medical School, Faculty of Medicine and Health, University of Sydney, Sydney, NSW 2006, Australia; (I.M.-R.); (V.T.); (A.C.); (A.J.G.); (R.J.C.-B.); (B.G.R.)
- The Kinghorn Cancer Centre, Garvan Institute of Medical Research, Faculty of Medicine, St. Vincent’s Clinical School, University of New South Wales Sydney, Sydney, NSW 2010, Australia
- Correspondence: ; Tel.: +61-2-9463-1477
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Kumar N, Gupta R, Gupta S. Molecular testing in diagnosis of indeterminate thyroid cytology: Trends and drivers. Diagn Cytopathol 2020; 48:1144-1151. [PMID: 32501611 DOI: 10.1002/dc.24522] [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] [Received: 04/23/2020] [Revised: 05/13/2020] [Accepted: 05/19/2020] [Indexed: 12/11/2022]
Abstract
Fine needle aspiration (FNA), the cornerstone of diagnosis in thyroid swellings, fails to render a definitive diagnosis in about 20% to 30% of cases that are reported as indeterminate on cytology. Since the clinical management in thyroid rests on the risk of malignancy (ROM) in a given nodule, this distinction between "benign" and "possibly malignant" assumes paramount clinical importance. Over the last two decades, tremendous progress has been achieved in our understanding of the molecular basis of thyroid pathologies leading to identification of several genetic alterations that could potentially be exploited for diagnostic, prognostic and therapeutic purposes. An array of molecular tests has hit the markets aiming to predict the ROM in thyroid nodules. A deeper understanding of the strengths and limitations of these tests is imperative to be able to judiciously choose the right molecular test in a given case for maximum clinical benefit. This narrative review provides an overview of current status of molecular testing in the evaluation of thyroid nodules encompassing the current status and applications of these tests in diagnostic, prognostic and therapeutic areas along with a brief insight into the future developments in this field.
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Affiliation(s)
- Neeta Kumar
- Department of Pathology, Faculty of Dentistry, Jamia Millia Islamia (Central University), New Delhi, India
| | - Ruchika Gupta
- Division of Cytopathology, ICMR-National Institute of Cancer Prevention and Research, Noida, India
| | - Sanjay Gupta
- Division of Cytopathology, ICMR-National Institute of Cancer Prevention and Research, Noida, India
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21
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Moroni L, Barbaro F, Caiment F, Coleman O, Costagliola S, Di Conza G, Elviri L, Giselbrecht S, Krause C, Mota C, Nazzari M, Pennington SR, Ringwald A, Sandri M, Thomas S, Waddington J, Toni R. SCREENED: A Multistage Model of Thyroid Gland Function for Screening Endocrine-Disrupting Chemicals in a Biologically Sex-Specific Manner. Int J Mol Sci 2020; 21:E3648. [PMID: 32455722 PMCID: PMC7279272 DOI: 10.3390/ijms21103648] [Citation(s) in RCA: 12] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/16/2020] [Revised: 05/04/2020] [Accepted: 05/14/2020] [Indexed: 12/12/2022] Open
Abstract
Endocrine disruptors (EDs) are chemicals that contribute to health problems by interfering with the physiological production and target effects of hormones, with proven impacts on a number of endocrine systems including the thyroid gland. Exposure to EDs has also been associated with impairment of the reproductive system and incidence in occurrence of obesity, type 2 diabetes, and cardiovascular diseases during ageing. SCREENED aims at developing in vitro assays based on rodent and human thyroid cells organized in three different three-dimensional (3D) constructs. Due to different levels of anatomical complexity, each of these constructs has the potential to increasingly mimic the structure and function of the native thyroid gland, ultimately achieving relevant features of its 3D organization including: 1) a 3D organoid based on stem cell-derived thyrocytes, 2) a 3D organoid based on a decellularized thyroid lobe stromal matrix repopulated with stem cell-derived thyrocytes, and 3) a bioprinted organoid based on stem cell-derived thyrocytes able to mimic the spatial and geometrical features of a native thyroid gland. These 3D constructs will be hosted in a modular microbioreactor equipped with innovative sensing technology and enabling precise control of cell culture conditions. New superparamagnetic biocompatible and biomimetic particles will be used to produce "magnetic cells" to support precise spatiotemporal homing of the cells in the 3D decellularized and bioprinted constructs. Finally, these 3D constructs will be used to screen the effect of EDs on the thyroid function in a unique biological sex-specific manner. Their performance will be assessed individually, in comparison with each other, and against in vivo studies. The resulting 3D assays are expected to yield responses to low doses of different EDs, with sensitivity and specificity higher than that of classical 2D in vitro assays and animal models. Supporting the "Adverse Outcome Pathway" concept, proteogenomic analysis and biological computational modelling of the underlying mode of action of the tested EDs will be pursued to gain a mechanistic understanding of the chain of events from exposure to adverse toxic effects on thyroid function. For future uptake, SCREENED will engage discussion with relevant stakeholder groups, including regulatory bodies and industry, to ensure that the assays will fit with purposes of ED safety assessment. In this project review, we will briefly discuss the current state of the art in cellular assays of EDs and how our project aims at further advancing the field of cellular assays for EDs interfering with the thyroid gland.
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Affiliation(s)
- Lorenzo Moroni
- MERLN Institute for Technology-Inspired Regenerative Medicine, Department of Complex Tissue Regeneration, Maastricht University, 6229ET Maastricht, The Netherlands;
| | - Fulvio Barbaro
- Department of Medicine and Surgery—DIMEC, Unit of Biomedical, Biotechnological and Translational Sciences (S.BI.BI.T.), Laboratory of Regenerative Morphology and Bioartificial Structures (Re.Mo.Bio.S. Lab.), University of Parma, 43121 Parma, Italy; (F.B.); (G.D.C.); (R.T.)
| | - Florian Caiment
- Toxicogenomics, Maastricht University, 6229ET Maastricht, The Netherlands; (F.C.); (M.N.)
| | - Orla Coleman
- Atturos Ltd., c/o Conway Research Institute, University College Dublin, Dublin 4, Ireland; (O.C.); (S.R.P.)
| | - Sabine Costagliola
- Institute of Interdisciplinary Research in Molecular Human Biology (IRIBHM), Université Libre de Bruxelles, 1050 Brussels, Belgium;
| | - Giusy Di Conza
- Department of Medicine and Surgery—DIMEC, Unit of Biomedical, Biotechnological and Translational Sciences (S.BI.BI.T.), Laboratory of Regenerative Morphology and Bioartificial Structures (Re.Mo.Bio.S. Lab.), University of Parma, 43121 Parma, Italy; (F.B.); (G.D.C.); (R.T.)
| | - Lisa Elviri
- Food and Drug Department, University of Parma, 43121 Parma, Italy;
| | - Stefan Giselbrecht
- MERLN Institute for Technology-Inspired Regenerative Medicine, Department of Instruct Biomaterials Engineering, Maastricht University, 6229ET Maastricht, The Netherlands;
| | | | - Carlos Mota
- MERLN Institute for Technology-Inspired Regenerative Medicine, Department of Complex Tissue Regeneration, Maastricht University, 6229ET Maastricht, The Netherlands;
| | - Marta Nazzari
- Toxicogenomics, Maastricht University, 6229ET Maastricht, The Netherlands; (F.C.); (M.N.)
| | - Stephen R. Pennington
- Atturos Ltd., c/o Conway Research Institute, University College Dublin, Dublin 4, Ireland; (O.C.); (S.R.P.)
- UCD Conway Institute, School of Medicine, University College Dublin, Belfield, Dublin 4, Ireland;
| | | | - Monica Sandri
- Institute of Science and Technology for Ceramics, National Research Council of Italy (ISTEC-CNR), 48018 Faenza, Italy;
| | - Simon Thomas
- Cyprotex Discovery Ltd., No. 24 Mereside, Alderley Park, Macclesfield, Cheshire SK10 4TG, UK;
| | - James Waddington
- UCD Conway Institute, School of Medicine, University College Dublin, Belfield, Dublin 4, Ireland;
| | - Roberto Toni
- Department of Medicine and Surgery—DIMEC, Unit of Biomedical, Biotechnological and Translational Sciences (S.BI.BI.T.), Laboratory of Regenerative Morphology and Bioartificial Structures (Re.Mo.Bio.S. Lab.), University of Parma, 43121 Parma, Italy; (F.B.); (G.D.C.); (R.T.)
- Division of Endocrinology, Diabetes, and Metabolism, Tufts Medical Center - Tufts University School of Medicine, Boston, MA 02111, USA
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22
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Maity S, Das D, Ambatipudi K. Quantitative alterations in bovine milk proteome from healthy, subclinical and clinical mastitis during S. aureus infection. J Proteomics 2020; 223:103815. [PMID: 32423885 DOI: 10.1016/j.jprot.2020.103815] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/03/2020] [Revised: 04/29/2020] [Accepted: 05/05/2020] [Indexed: 12/21/2022]
Abstract
Bovine mastitis, caused by Staphylococcus aureus, is a major impediment to milk production and lacks markers to indicate disease progression in cows and buffaloes. Thus, the focus of this study was to identify proteins marking the transition from subclinical to clinical mastitis. Whey proteins were isolated from 6 group's i.e. healthy, subclinical and clinical mastitis of Holstein Friesian cow and Murrah buffalo. Mass spectrometry and statistical analysis (ANOVA and t-tests) were performed on 12 biological samples each from cow and buffalo (4 per healthy, subclinical and clinical mastitis) resulting in a total of 24 proteome datasets. Collectively, 1479 proteins were identified of which significant proteins were shortlisted by a combination of fold change (≤ 0.5 or ≥ 2) and q < 0.05. Of these proteins, 128 and 163 indicated disease progression in cow and buffalo, respectively. Change in expression of haptoglobin and fibronectin from Holstein Friesian while spermadhesin and osteopontin from Murrah correlated with disease progression. Similarly, angiogenin and cofilin-1 were upregulated while ubiquitin family members were downregulated during disease transition. Subsequently, selected proteins (e.g. osteopontin and fibrinogen-α) were validated by Western blots. The results of this study provide deeper insights into whey proteome dynamics and signature patterns indicative of disease progression. BIOLOGICAL SIGNIFICANCE: Bovine mastitis is the most lethal infectious disease causing a huge economic loss in the dairy industry. In an attempt, to understand the dynamics of whey proteome in response to S. aureus infection, whey protein collected from healthy, subclinical and clinical mastitic HF and Mu were investigated. A total of 1479 proteins were identified, of which 128 and 163 had signature pattern in each stage indicative of the progression of the disease. The results of the present study provide a foundation to better understand the complexity of mastitis that will ultimately help facilitate early therapeutic and husbandry-based intervention to improve animal health and milk quality.
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Affiliation(s)
- Sudipa Maity
- Department of Biotechnology, Indian Institute of Technology Roorkee, Roorkee 247667, India
| | - Debiprasanna Das
- Department of Pathology, College of Veterinary Science and Animal Husbandry, Odisha University of Agriculture and Technology, Bhubaneswar 751003, India
| | - Kiran Ambatipudi
- Department of Biotechnology, Indian Institute of Technology Roorkee, Roorkee 247667, India.
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Steffen P, Wu J, Hariharan S, Voss H, Raghunath V, Molloy MP, Schlüter H. OmixLitMiner: A Bioinformatics Tool for Prioritizing Biological Leads from 'Omics Data Using Literature Retrieval and Data Mining. Int J Mol Sci 2020; 21:ijms21041374. [PMID: 32092871 PMCID: PMC7073124 DOI: 10.3390/ijms21041374] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/07/2019] [Revised: 02/05/2020] [Accepted: 02/13/2020] [Indexed: 12/13/2022] Open
Abstract
Proteomics and genomics discovery experiments generate increasingly large result tables, necessitating more researcher time to convert the biological data into new knowledge. Literature review is an important step in this process and can be tedious for large scale experiments. An informed and strategic decision about which biomolecule targets should be pursued for follow-up experiments thus remains a considerable challenge. To streamline and formalise this process of literature retrieval and analysis of discovery based 'omics data and as a decision-facilitating support tool for follow-up experiments we present OmixLitMiner, a package written in the computational language R. The tool automates the retrieval of literature from PubMed based on UniProt protein identifiers, gene names and their synonyms, combined with user defined contextual keyword search (i.e., gene ontology based). The search strategy is programmed to allow either strict or more lenient literature retrieval and the outputs are assigned to three categories describing how well characterized a regulated gene or protein is. The category helps to meet a decision, regarding which gene/protein follow-up experiments may be performed for gaining new knowledge and to exclude following already known biomarkers. We demonstrate the tool's usefulness in this retrospective study assessing three cancer proteomics and one cancer genomics publication. Using the tool, we were able to corroborate most of the decisions in these papers as well as detect additional biomolecule leads that may be valuable for future research.
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Affiliation(s)
- Pascal Steffen
- Bowel Cancer and Biomarker Research, Kolling Institute, The University of Sydney, Sydney 2065, Australia; (P.S.); (S.H.)
- Department of Molecular Sciences, Macquarie University, Sydney 2109, Australia;
- Mass Spectrometric Proteomics Group, Department of Clinical Chemistry and Laboratory Medicine, University Medical Center Hamburg-Eppendorf (UKE), Hamburg 20246, Germany;
| | - Jemma Wu
- Department of Molecular Sciences, Macquarie University, Sydney 2109, Australia;
| | - Shubhang Hariharan
- Bowel Cancer and Biomarker Research, Kolling Institute, The University of Sydney, Sydney 2065, Australia; (P.S.); (S.H.)
| | - Hannah Voss
- Mass Spectrometric Proteomics Group, Department of Clinical Chemistry and Laboratory Medicine, University Medical Center Hamburg-Eppendorf (UKE), Hamburg 20246, Germany;
| | - Vijay Raghunath
- Sydney Informatics Hub, The University of Sydney, Sydney 2008, Australia;
| | - Mark P. Molloy
- Bowel Cancer and Biomarker Research, Kolling Institute, The University of Sydney, Sydney 2065, Australia; (P.S.); (S.H.)
- Department of Molecular Sciences, Macquarie University, Sydney 2109, Australia;
- Correspondence: (M.P.M.); (H.S.)
| | - Hartmut Schlüter
- Mass Spectrometric Proteomics Group, Department of Clinical Chemistry and Laboratory Medicine, University Medical Center Hamburg-Eppendorf (UKE), Hamburg 20246, Germany;
- Correspondence: (M.P.M.); (H.S.)
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Investigating Therapeutic Effects of Retinoic Acid on Thyroid Cancer via Protein-Protein Interaction Network Analysis. INTERNATIONAL JOURNAL OF CANCER MANAGEMENT 2019. [DOI: 10.5812/ijcm.92465] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
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Hysek M, Paulsson JO, Jatta K, Shabo I, Stenman A, Höög A, Larsson C, Zedenius J, Juhlin CC. Clinical Routine TERT Promoter Mutational Screening of Follicular Thyroid Tumors of Uncertain Malignant Potential (FT-UMPs): A Useful Predictor of Metastatic Disease. Cancers (Basel) 2019; 11:cancers11101443. [PMID: 31561592 PMCID: PMC6826397 DOI: 10.3390/cancers11101443] [Citation(s) in RCA: 21] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/21/2019] [Revised: 09/03/2019] [Accepted: 09/24/2019] [Indexed: 02/07/2023] Open
Abstract
Mutations of the Telomerase reverse transcriptase (TERT) gene promoter are recurrently found in follicular thyroid carcinoma (FTC) and follicular tumors of uncertain malignant potential (FT-UMP), but nearly never in follicular thyroid adenoma (FTA). We, therefore, believe these mutations could signify malignant potential. At our department, postoperative TERT promoter mutational testing of FT-UMPs was implemented in 2014, with a positive mutation screening leading to vigilant follow-up and sometimes adjuvant treatment. To date, we screened 51 FT-UMPs and compared outcomes to 40 minimally invasive FTCs (miFTCs) with known TERT genotypes. Eight FT-UMPs (16%) displayed TERT promoter mutations, of which four cases underwent a completion lobectomy at the discretion of the patient, and a single patient also opted in for radioiodine (RAI) treatment. Three mutation-positive patients developed distant metastases, registered in one patient receiving a completion lobectomy and in two patients with no additional treatment. Three out of four patients who received additional surgery, including the RAI-treated patient, are still without metastatic disease. We conclude that FT-UMPs with TERT promoter mutations harbor malignant potential and exhibit at least similar recurrence rates to TERT-promoter-mutated miFTCs. Mutational screening should constitute a cornerstone analysis in the histopathological work-up of FT-UMPs.
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Affiliation(s)
- Martin Hysek
- Department of Oncology-Pathology, Karolinska Institutet, Stockholm, 17176, Sweden.
- Department of Pathology and Cytology, Karolinska University Hospital, Stockholm 17176, Sweden.
| | - Johan O Paulsson
- Department of Oncology-Pathology, Karolinska Institutet, Stockholm, 17176, Sweden.
- Department of Breast, Endocrine Tumors and Sarcoma, Karolinska University Hospital, Stockholm 17176, Sweden.
| | - Kenbugul Jatta
- Department of Pathology and Cytology, Karolinska University Hospital, Stockholm 17176, Sweden.
| | - Ivan Shabo
- Department of Breast, Endocrine Tumors and Sarcoma, Karolinska University Hospital, Stockholm 17176, Sweden.
- Department of Molecular Medicine and Surgery, Karolinska Institutet, Stockholm 17176, Sweden.
| | - Adam Stenman
- Department of Oncology-Pathology, Karolinska Institutet, Stockholm, 17176, Sweden.
- Department of Breast, Endocrine Tumors and Sarcoma, Karolinska University Hospital, Stockholm 17176, Sweden.
- Department of Molecular Medicine and Surgery, Karolinska Institutet, Stockholm 17176, Sweden.
| | - Anders Höög
- Department of Oncology-Pathology, Karolinska Institutet, Stockholm, 17176, Sweden.
- Department of Pathology and Cytology, Karolinska University Hospital, Stockholm 17176, Sweden.
| | - Catharina Larsson
- Department of Oncology-Pathology, Karolinska Institutet, Stockholm, 17176, Sweden.
- Department of Pathology and Cytology, Karolinska University Hospital, Stockholm 17176, Sweden.
| | - Jan Zedenius
- Department of Breast, Endocrine Tumors and Sarcoma, Karolinska University Hospital, Stockholm 17176, Sweden.
- Department of Molecular Medicine and Surgery, Karolinska Institutet, Stockholm 17176, Sweden.
| | - Carl Christofer Juhlin
- Department of Oncology-Pathology, Karolinska Institutet, Stockholm, 17176, Sweden.
- Department of Pathology and Cytology, Karolinska University Hospital, Stockholm 17176, Sweden.
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26
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Ucal Y, Tokat F, Duren M, Ince U, Ozpinar A. Peptide Profile Differences of Noninvasive Follicular Thyroid Neoplasm with Papillary-Like Nuclear Features, Encapsulated Follicular Variant, and Classical Papillary Thyroid Carcinoma: An Application of Matrix-Assisted Laser Desorption/Ionization Mass Spectrometry Imaging. Thyroid 2019; 29:1125-1137. [PMID: 31064269 DOI: 10.1089/thy.2018.0392] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
Abstract
Introduction: The lack of papillary structures and faint and/or unclear core features of follicular variant of papillary thyroid carcinoma (FV-PTC) may hamper the definitive fine needle aspiration biopsy -based diagnosis. Recently, the nomenclature of noninvasive encapsulated FV-PTC was revised to "noninvasive follicular thyroid neoplasms with papillary-like nuclear features" (NIFTP). However, it remains inconclusive whether or not the peptide patterns differ between NIFTP and encapsulated FV-PTC. The main objectives of this study were to investigate the viability of matrix-assisted laser desorption/ionization mass spectrometry imaging (MALDI MSI) in the pathological assessment of NIFTP and to evaluate the discriminatory power of MALDI MSI for the classification of classical variant of PTC (CV-PTC), NIFTP, and encapsulated FV-PTC. Methods: MALDI MSI was employed to investigate the changes in peptide profiles from 21 formalin-fixed paraffin-embedded (FFPE) tissue samples (n = 7 from each group of CV-PTC, NIFTP, and FV-PTC). Six out of seven FV-PTC FFPE tissue samples were encapsulated FV-PTC; only one was infiltrative FV-PTC. Liquid chromatography-tandem mass spectrometry was used for the identification of the peptide signals detected in MALDI MSI. Results: Using receiver operating characteristics analysis, 10 peptide signals distinguished NIFTP from normal thyroid parenchyma (area under the curve [AUC] >0.80). To evaluate the discriminatory power of MALDI MSI, statistically significant peptide signals (n = 88) within three groups were used for hierarchical clustering. The method had high discriminatory power for distinguishing CV-PTC from NIFTP and FV-PTC (encapsulated and infiltrative). The majority of the NIFTP and encapsulated FV-PTC were clustered together, indicating that NIFTP could not be distinguished from encapsulated FV-PTC. However, infiltrative FV-PTC FFPE tissue samples had the furthest distance from all the NIFTP cases. High signal intensities of S100-A6, vimentin, and cytoplasmic actin 1 were detected in FV-PTC, prelamin A/C in CV-PTC, and 60S ribosomal protein L6 and L8 in NIFTP tissues. Conclusions: MALDI MSI, a powerful tool combining histological and mass spectrometric data, enabled the differentiation of NIFTP from normal thyroid parenchyma. Although NIFTP is a recent definition that replaces noninvasive encapsulated FV-PTC, the peptide profiles of NIFTP and encapsulated FV-PTC were found to be similar.
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Affiliation(s)
- Yasemin Ucal
- 1Department of Medical Biochemistry, Acibadem Mehmet Ali Aydinlar University, Istanbul, Turkey
| | - Fatma Tokat
- 2Department of Pathology, Acibadem Maslak Hospital, Istanbul, Turkey
| | - Mete Duren
- 3Department of General Surgery, Acibadem Maslak Hospital, Istanbul, Turkey
| | - Umit Ince
- 2Department of Pathology, Acibadem Maslak Hospital, Istanbul, Turkey
| | - Aysel Ozpinar
- 1Department of Medical Biochemistry, Acibadem Mehmet Ali Aydinlar University, Istanbul, Turkey
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27
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Lin P, Yao Z, Sun Y, Li W, Liu Y, Liang K, Liu Y, Qin J, Hou X, Chen L. Deciphering novel biomarkers of lymph node metastasis of thyroid papillary microcarcinoma using proteomic analysis of ultrasound-guided fine-needle aspiration biopsy samples. J Proteomics 2019; 204:103414. [PMID: 31195151 DOI: 10.1016/j.jprot.2019.103414] [Citation(s) in RCA: 20] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/16/2019] [Revised: 05/31/2019] [Accepted: 06/05/2019] [Indexed: 01/10/2023]
Abstract
Thyroid papillary microcarcinoma is now a common clinical problem. Cervical lymph node metastasis is the main metastasis mode of PTMC. However, before operation, it is still difficult to determine exactly whether PTMC patient is suffering with cervical lymph node metastasis. To resolve this dilemma, for better selection of optimum treatment plans, it is necessary to investigate the overall changes in proteomes of PTMC, and evaluate the potential of biomarkers to predict lymph node metastasis. Tandem mass tags combined with multidimensional liquid chromatography and mass spectrometry analyses were used aiming to screen the proteomic profiles of fine-needle aspiration biopsy samples. Quantitative proteomic analysis, significant pathway and functional categories were investigated. In total, 3391 proteins of the 3793 protein groups identified were quantified. Bioinformatics analysis indicated that differentially expressed proteins were involved in multiple biological functions, metastasis-related pathways. Moreover, IFN-stimulated gene 15 proteins were found to be well distinguished between patients with lymph node metastatic and patients with nonmetastatic PTMC. Knocking down ISG15 with shRNA inhibited the xenografted tumor growth. This study provided a reference proteome map for lymph node metastatic PTMC. ISG15 probably is a prognosis marker of thyroid papillary microcarcinoma patients with lymph node metastasis. SIGNIFICANCE: Nowadays, thyroid cancer has become a widespread epidemic. The rate of thyroid cancer incidence has been faster than any other cancers, reported by the American Cancer Society. Papillary thyroid microcarcinoma (PTMC) is a subset of PTC defined as PTC measuring≤1 cm in size, which comprises nearly one-half of all the cases of PTCs. Actually, the rapidly increasing global incidence of PTC is mainly attributed to the corresponding increase in the diagnosis of PTMC. Scholars have figuratively compared the increase of PTMC to the "tsunami". The treatment scheme for PTMC is still not uniform, and the controversy is mainly focused on the necessity of surgery treatment. PTMCs often have an indolent course in the absence of evidence of metastatic cervical lymph nodes, distant metastases and extrathyroidal extension. Therefore, it is important for us to reliably differentiate the small number of PTMC patients developing significant metastases progression from the larger population of patients that harbor indolent PTMCs. The present study aimed to investigate the overall changes in proteomes of PTMC, and evaluate the potential of biomarkers to predict lymph node metastasis. Tandem mass tags (TMT) combined with multidimensional liquid chromatography and mass spectrometry analyses were used aiming to screen the proteomic profiles of fine-needle aspiration biopsy (FNAB) samples. Quantitative proteomic analysis, significant pathway and functional categories were investigated. Our results showed that some differential expression proteins were likely to be important resources for finding new diagnostic biomarkers.
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Affiliation(s)
- Peng Lin
- Department of Endocrine, Qilu Hospital, Shandong University, Ji'nan 250012, Shandong, PR China
| | - Zhina Yao
- Hospital for Reproductive Medicine Affiliated to Shandong University, Ji'nan 250012, Shandong, PR China
| | - Yu Sun
- Department of Endocrine, Qilu Hospital, Shandong University, Ji'nan 250012, Shandong, PR China
| | - Wenjuan Li
- Department of Endocrine, Qilu Hospital, Shandong University, Ji'nan 250012, Shandong, PR China
| | - Yan Liu
- Department of Endocrine, Qilu Hospital, Shandong University, Ji'nan 250012, Shandong, PR China
| | - Kai Liang
- Department of Endocrine, Qilu Hospital, Shandong University, Ji'nan 250012, Shandong, PR China
| | - Yuan Liu
- Department of Endocrine, Qilu Hospital, Shandong University, Ji'nan 250012, Shandong, PR China
| | - Jun Qin
- Department of Endocrine, Qilu Hospital, Shandong University, Ji'nan 250012, Shandong, PR China
| | - Xinguo Hou
- Department of Endocrine, Qilu Hospital, Shandong University, Ji'nan 250012, Shandong, PR China
| | - Li Chen
- Department of Endocrine, Qilu Hospital, Shandong University, Ji'nan 250012, Shandong, PR China.
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28
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Abdullah MI, Junit SM, Ng KL, Jayapalan JJ, Karikalan B, Hashim OH. Papillary Thyroid Cancer: Genetic Alterations and Molecular Biomarker Investigations. Int J Med Sci 2019; 16:450-460. [PMID: 30911279 PMCID: PMC6428975 DOI: 10.7150/ijms.29935] [Citation(s) in RCA: 168] [Impact Index Per Article: 33.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/14/2018] [Accepted: 12/04/2018] [Indexed: 11/05/2022] Open
Abstract
Papillary thyroid cancer (PTC) is the most prevalent form of malignancy among all cancers of the thyroid. It is also one of the few cancers with a rapidly increasing incidence. PTC is usually contained within the thyroid gland and generally biologically indolent. Prognosis of the cancer is excellent, with less than 2% mortality at 5 years. However, more than 25% of patients with PTC developed a recurrence during a long term follow-up. The present article provides an updated condensed overview of PTC, which focuses mainly on the molecular alterations involved and recent biomarker investigations.
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Affiliation(s)
- Mardiaty Iryani Abdullah
- Department of Molecular Medicine, Faculty of Medicine, University of Malaya, 50603 Kuala Lumpur, Malaysia
- Department of Biomedical Science, Kulliyyah of Allied Health Sciences, International Islamic University Malaysia, 25200 Kuantan, Pahang, Malaysia
| | - Sarni Mat Junit
- Department of Molecular Medicine, Faculty of Medicine, University of Malaya, 50603 Kuala Lumpur, Malaysia
| | - Khoon Leong Ng
- Department of Surgery, Faculty of Medicine, University of Malaya, 50603 Kuala Lumpur, Malaysia
| | - Jaime Jacqueline Jayapalan
- University of Malaya Centre for Proteomics Research, Faculty of Medicine, University of Malaya, 50603 Kuala Lumpur, Malaysia
| | - Barani Karikalan
- Perdana University, Jalan MAEPS Perdana, Serdang 43400, Selangor, Malaysia
| | - Onn Haji Hashim
- Department of Molecular Medicine, Faculty of Medicine, University of Malaya, 50603 Kuala Lumpur, Malaysia
- University of Malaya Centre for Proteomics Research, Faculty of Medicine, University of Malaya, 50603 Kuala Lumpur, Malaysia
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29
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Kopp S, Krüger M, Bauer J, Wehland M, Corydon TJ, Sahana J, Nassef MZ, Melnik D, Bauer TJ, Schulz H, Schütte A, Schmitz B, Oltmann H, Feldmann S, Infanger M, Grimm D. Microgravity Affects Thyroid Cancer Cells during the TEXUS-53 Mission Stronger than Hypergravity. Int J Mol Sci 2018; 19:E4001. [PMID: 30545079 PMCID: PMC6321223 DOI: 10.3390/ijms19124001] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/15/2018] [Revised: 12/06/2018] [Accepted: 12/09/2018] [Indexed: 12/24/2022] Open
Abstract
Thyroid cancer is the most abundant tumor of the endocrine organs. Poorly differentiated thyroid cancer is still difficult to treat. Human cells exposed to long-term real (r-) and simulated (s-) microgravity (µg) revealed morphological alterations and changes in the expression profile of genes involved in several biological processes. The objective of this study was to examine the effects of short-term µg on poorly differentiated follicular thyroid cancer cells (FTC-133 cell line) resulting from 6 min of exposure to µg on a sounding rocket flight. As sounding rocket flights consist of several flight phases with different acceleration forces, rigorous control experiments are mandatory. Hypergravity (hyper-g) experiments were performed at 18g on a centrifuge in simulation of the rocket launch and s-µg was simulated by a random positioning machine (RPM). qPCR analyses of selected genes revealed no remarkable expression changes in controls as well as in hyper-g samples taken at the end of the first minute of launch. Using a centrifuge initiating 18g for 1 min, however, presented moderate gene expression changes, which were significant for COL1A1, VCL, CFL1, PTK2, IL6, CXCL8 and MMP14. We also identified a network of mutual interactions of the investigated genes and proteins by employing in-silico analyses. Lastly, µg-samples indicated that microgravity is a stronger regulator of gene expression than hyper-g.
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Affiliation(s)
- Sascha Kopp
- Clinic for Plastic, Aesthetic and Hand Surgery, Otto von Guericke University Magdeburg, Leipziger Str. 44, D-39120 Magdeburg, Germany.
| | - Marcus Krüger
- Clinic for Plastic, Aesthetic and Hand Surgery, Otto von Guericke University Magdeburg, Leipziger Str. 44, D-39120 Magdeburg, Germany.
| | - Johann Bauer
- Max Planck Institute of Biochemistry, D-82152 Martinsried, Germany.
| | - Markus Wehland
- Clinic for Plastic, Aesthetic and Hand Surgery, Otto von Guericke University Magdeburg, Leipziger Str. 44, D-39120 Magdeburg, Germany.
| | - Thomas J Corydon
- Department of Biomedicine, Aarhus University, Wilhelm Meyers Allé 4, DK-8000 Aarhus C, Denmark.
- Department of Ophthalmology, Aarhus University Hospital, Aarhus, 8000 Aarhus C, Denmark.
| | - Jayashree Sahana
- Department of Biomedicine, Aarhus University, Wilhelm Meyers Allé 4, DK-8000 Aarhus C, Denmark.
| | - Mohamed Zakaria Nassef
- Clinic for Plastic, Aesthetic and Hand Surgery, Otto von Guericke University Magdeburg, Leipziger Str. 44, D-39120 Magdeburg, Germany.
| | - Daniela Melnik
- Clinic for Plastic, Aesthetic and Hand Surgery, Otto von Guericke University Magdeburg, Leipziger Str. 44, D-39120 Magdeburg, Germany.
| | - Thomas J Bauer
- Clinic for Plastic, Aesthetic and Hand Surgery, Otto von Guericke University Magdeburg, Leipziger Str. 44, D-39120 Magdeburg, Germany.
| | - Herbert Schulz
- Cologne Center for Genomics, University of Cologne, D-50931 Cologne, Germany.
| | - Andreas Schütte
- Airbus Defence and Space GmbH, Airbus-Allee 1, D-28199 Bremen, Germany.
| | - Burkhard Schmitz
- Airbus Defence and Space GmbH, Airbus-Allee 1, D-28199 Bremen, Germany.
| | - Hergen Oltmann
- Airbus Defence and Space GmbH, Airbus-Allee 1, D-28199 Bremen, Germany.
| | - Stefan Feldmann
- Airbus Defence and Space GmbH, Airbus-Allee 1, D-28199 Bremen, Germany.
| | - Manfred Infanger
- Clinic for Plastic, Aesthetic and Hand Surgery, Otto von Guericke University Magdeburg, Leipziger Str. 44, D-39120 Magdeburg, Germany.
| | - Daniela Grimm
- Clinic for Plastic, Aesthetic and Hand Surgery, Otto von Guericke University Magdeburg, Leipziger Str. 44, D-39120 Magdeburg, Germany.
- Department of Biomedicine, Aarhus University, Wilhelm Meyers Allé 4, DK-8000 Aarhus C, Denmark.
- Gravitational Biology and Translational Regenerative Medicine, Faculty of Medicine and Mechanical Engineering, Otto-von-Guericke-University Magdeburg, D-39120 Magdeburg, Germany.
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Gawin M, Wojakowska A, Pietrowska M, Marczak Ł, Chekan M, Jelonek K, Lange D, Jaksik R, Gruca A, Widłak P. Proteome profiles of different types of thyroid cancers. Mol Cell Endocrinol 2018; 472:68-79. [PMID: 29183805 DOI: 10.1016/j.mce.2017.11.020] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/05/2017] [Revised: 10/20/2017] [Accepted: 11/23/2017] [Indexed: 12/21/2022]
Abstract
Proteomics profiling of tissue specimens representative for major types of thyroid cancers: papillary (classical and follicular variant), follicular, anaplastic and medullary, as well as benign follicular adenoma, was performed using shotgun LC-MS/MS approaches. A combination of Orbitrap and MALDI-TOF approach allowed to identify protein products of 3700 unique genes and revealed large differences between medullary, anaplastic and epithelium-derived differentiated cancers (papillary and follicular). Proteins characteristic for medullary and anaplastic cancers included factors associated with neuroendocrine functions and factors typically associated with advanced malignancies, respectively. Proteomes of different types of epithelium-derived differentiated cancers and follicular adenoma were compared using multi-enzyme LC-MS/MS approach, which revealed products of 4800 unique genes. A comparable overall similarity of follicular cancers to both variants of papillary cancers was found. Moreover, follicular adenoma showed higher overall similarity to follicular cancer than to either variant of papillary cancer. Proteins discriminating differentiated thyroid neoplasms included factors associated with lipid and hormone metabolism, regulation of gene expression and maintenance of DNA structure. Importantly, proteome data matched several features of transcriptome and metabolome profiles of thyroid cancers contributing to systems biology of this malignancy.
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Affiliation(s)
- Marta Gawin
- Maria Sklodowska-Curie Institute - Oncology Center, Gliwice Branch, ul. Wybrzeze Armii Krajowej 15, 44-101 Gliwice, Poland
| | - Anna Wojakowska
- Maria Sklodowska-Curie Institute - Oncology Center, Gliwice Branch, ul. Wybrzeze Armii Krajowej 15, 44-101 Gliwice, Poland
| | - Monika Pietrowska
- Maria Sklodowska-Curie Institute - Oncology Center, Gliwice Branch, ul. Wybrzeze Armii Krajowej 15, 44-101 Gliwice, Poland
| | - Łukasz Marczak
- Institute of Bioorganic Chemistry, Polish Academy of Sciences, ul. Noskowskiego 12/14, 61-704 Poznań, Poland
| | - Mykola Chekan
- Maria Sklodowska-Curie Institute - Oncology Center, Gliwice Branch, ul. Wybrzeze Armii Krajowej 15, 44-101 Gliwice, Poland
| | - Karol Jelonek
- Maria Sklodowska-Curie Institute - Oncology Center, Gliwice Branch, ul. Wybrzeze Armii Krajowej 15, 44-101 Gliwice, Poland
| | - Dariusz Lange
- Maria Sklodowska-Curie Institute - Oncology Center, Gliwice Branch, ul. Wybrzeze Armii Krajowej 15, 44-101 Gliwice, Poland
| | - Roman Jaksik
- Institute of Automatic Control, Faculty of Automatic Control, Electronics and Computer Science, Silesian University of Technology, ul. Akademicka 16, 44-100 Gliwice, Poland
| | - Aleksandra Gruca
- Institute of Informatics, Faculty of Automatic Control, Electronics and Computer Science, Silesian University of Technology, ul. Akademicka 16, 44-100 Gliwice, Poland
| | - Piotr Widłak
- Maria Sklodowska-Curie Institute - Oncology Center, Gliwice Branch, ul. Wybrzeze Armii Krajowej 15, 44-101 Gliwice, Poland.
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31
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Yan Z, Yan R. Exploring the Potential of Data-Independent Acquisition Proteomics Using Untargeted All-Ion Quantitation: Application to Tumor Subtype Diagnosis. Anal Chem 2018. [PMID: 29522333 DOI: 10.1021/acs.analchem.7b03920] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/04/2023]
Abstract
Maximizing the recovery of meaningful biological information can facilitate proteomics-guided early detection and precise treatment of diseases. However, the conventional protein and peptide level targeted quantification of untargeted data independent acquisition (DIA) such as sequential window acquisition of all theoretical spectra (SWATH) is not necessarily descriptive of all information. Untargeted all-ion quantification theoretically could retrieve more features in SWATH digital maps by circumventing the initial identification process but is intrinsically susceptible to errors because of the extreme complexity of proteome samples and the poor selectivity of a single ion. In this study, we optimized and applied the untargeted all-ion quantification of SWATH data to differentiate tumor subtypes. Large peptides and low abundant peptides benefited more from untargeted all-ion quantification. Top-ranked significant ions were linked to their corresponding ion envelops, where multiple correlated ions were used for measurement and only ion envelopes containing at least three ions with consistent intensity ratio were kept as refined differentiating features. Multivariate statistical analysis revealed that for the tested data set, the refined markers discovered by untargeted SWATH analysis showed comparable diagnostic power to protein and peptide markers. Limitations and benefits of the approach are further discussed.
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Affiliation(s)
- Zhixiang Yan
- State Key Laboratory of Quality Research in Chinese Medicine, Institute of Chinese Medical Sciences , University of Macau , Taipa, Macao , China.,Zhuhai UM Science & Technology Research Institute , Zhuhai 519080 , China
| | - Ru Yan
- State Key Laboratory of Quality Research in Chinese Medicine, Institute of Chinese Medical Sciences , University of Macau , Taipa, Macao , China.,Zhuhai UM Science & Technology Research Institute , Zhuhai 519080 , China
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Naoum GE, Morkos M, Kim B, Arafat W. Novel targeted therapies and immunotherapy for advanced thyroid cancers. Mol Cancer 2018; 17:51. [PMID: 29455653 PMCID: PMC5817719 DOI: 10.1186/s12943-018-0786-0] [Citation(s) in RCA: 152] [Impact Index Per Article: 25.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/19/2017] [Accepted: 02/01/2018] [Indexed: 02/06/2023] Open
Abstract
Thyroid cancer is a frequently encountered endocrine malignancy. Despite the favorable prognosis of this disease, 15–20% of differentiated thyroid cancer (DTC) cases and most anaplastic types, remain resistant to standard treatment options, including radioactive iodine (RAI). In addition, around 30% of medullary thyroid cancer (MTC) cases show resistance after surgery. The evolving understanding of disease-specific molecular therapeutic targets has led to the approval of two targeted therapies (Sorafenib and Lenvatinib) for RAI refractory DTC and another two drugs (Vandetanib and Cabozantinib) for MTC. These advanced therapies exert their effects by blocking the MAPK pathway, which has been widely correlated to different types of thyroid cancers. While these drugs remain reserved for thyroid cancer patients who failed all treatment options, their ability to improve patients’ overall survival remain hindered by their low efficacy and other molecular factors. Among these factors is the tumor’s ability to activate parallel proliferative signaling pathways other than the cascades blocked by these drugs, along with overexpression of some tyrosine kinase receptors (TKR). These facts urge the search for novel different treatment strategies for advanced thyroid cases beyond these drugs. Furthermore, the growing knowledge of the dynamic immune system interaction with tumor microenvironment has revolutionized the cancer immune therapy field. In this review, we aim to discuss the molecular escape mechanisms of thyroid tumors from these drugs. We also highlight novel therapeutic options targeting other pathways than MAPK, including PI3K pathway, ALK translocations and HER2/3 receptors and their clinical impact. We also aim to discuss the usage of targeted therapy in restoring thyroid tumor sensitivity to RAI, and finally turn to extensively discuss the role of immunotherapy as a potential alternative treatment option for advanced thyroid diseases.
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Affiliation(s)
- George E Naoum
- Department of Radiation Oncology, Harvard Medical School, Massachusetts General Hospital, 55 Fruit St, Boston, MA, 02114, USA.,Alexandria Comprehensive Cancer center, Alexandria, Egypt
| | - Michael Morkos
- Department of Endocrinology, Rush University, 1900 W Polk St, Room 801, Chicago, IL, USA
| | - Brian Kim
- Department of Endocrinology, Thyroid Cancer Program, Rush University, Jelke Building, Room 604, 1735 W Harrison St, Chicago, IL, 60612, UK
| | - Waleed Arafat
- Alexandria Comprehensive Cancer center, Alexandria, Egypt. .,University Of Alexandria, Clinical oncology department, Alexandria, Egypt. .,Department of Radiation Oncology, University of Alabama at Birmingham, 1720 2nd Ave S, Birmingham, AL, 35294, UK.
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Wu CC, Lin JD, Chen JT, Chang CM, Weng HF, Hsueh C, Chien HP, Yu JS. Integrated analysis of fine-needle-aspiration cystic fluid proteome, cancer cell secretome, and public transcriptome datasets for papillary thyroid cancer biomarker discovery. Oncotarget 2018; 9:12079-12100. [PMID: 29552294 PMCID: PMC5844730 DOI: 10.18632/oncotarget.23951] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/20/2017] [Accepted: 11/15/2017] [Indexed: 01/08/2023] Open
Abstract
Thyroid ultrasound and ultrasound-guided fine-needle aspiration (USG/FNA) biopsy are currently used for diagnosing papillary thyroid carcinoma (PTC), but their detection limit could be improved by combining other biomarkers. To discover novel PTC biomarkers, we herein applied a GeLC-MS/MS strategy to analyze the proteome profiles of serum-abundant-protein-depleted FNA cystic fluid from benign and PTC patients, as well as two PTC cell line secretomes. From them, we identified 346, 488, and 2105 proteins, respectively. Comparative analysis revealed that 191 proteins were detected in the PTC but not the benign cystic fluid samples, and thus may represent potential PTC biomarkers. Among these proteins, 101 were detected in the PTC cell line secretomes, and seven of them (NPC2, CTSC, AGRN, GPNMB, DPP4, ERAP2, and SH3BGRL3) were reported in public PTC transcriptome datasets as having 4681 elevated mRNA expression in PTC. Immunoblot analysis confirmed the elevated expression levels of five proteins (NPC2, CTSC, GPNMB, DPP4, and ERAP2) in PTC versus benign cystic fluids. Immunohistochemical studies from near 100 pairs of PTC tissue and their adjacent non-tumor counterparts further showed that AGRN (n = 98), CTSC (n = 99), ERAP2 (n = 98) and GPNMB (n = 100) were significantly (p < 0.05) overexpressed in PTC and higher expression levels of AGRN and CTSC were also significantly associated with metastasis and poor prognosis of PTC patients. Collectively, our results indicate that an integrated analysis of FNA cystic fluid proteome, cancer cell secretome and tissue transcriptome datasets represents a useful strategy for efficiently discovering novel PTC biomarker candidates.
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Affiliation(s)
- Chia-Chun Wu
- Graduate Institute of Biomedical Sciences, Chang Gung University, Taoyuan, Taiwan
| | - Jen-Der Lin
- Division of Endocrinology and Metabolism, Department of Internal Medicine, Chang Gung Memorial Hospital at Linkou, Taoyuan, Taiwan
| | - Jeng-Ting Chen
- Department of Surgery, Department of Medical Research and Development Linkou Branch, Chang Gung Memorial Hospital at Linkou, Taoyuan, Taiwan
| | - Chih-Min Chang
- Graduate Institute of Biomedical Sciences, Chang Gung University, Taoyuan, Taiwan
| | - Hsiao-Fen Weng
- Division of Endocrinology and Metabolism, Department of Internal Medicine, Chang Gung Memorial Hospital at Linkou, Taoyuan, Taiwan
| | - Chuen Hsueh
- Department of Pathology, Chang Gung Memorial Hospital at Linkou, Taoyuan, Taiwan
| | - Hui-Ping Chien
- Department of Pathology, Chang Gung Memorial Hospital at Linkou, Taoyuan, Taiwan
| | - Jau-Song Yu
- Graduate Institute of Biomedical Sciences, Chang Gung University, Taoyuan, Taiwan.,Department of Cell and Molecular Biology, College of Medicine, Chang Gung University, Taoyuan, Taiwan.,Molecular Medicine Research Center, Chang Gung University, Taoyuan, Taiwan.,Liver Research Center, Chang Gung Memorial Hospital at Linkou, Taoyuan, Taiwan
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Navas-Carrillo D, Rodriguez JM, Montoro-García S, Orenes-Piñero E. High-resolution proteomics and metabolomics in thyroid cancer: Deciphering novel biomarkers. Crit Rev Clin Lab Sci 2017; 54:446-457. [DOI: 10.1080/10408363.2017.1394266] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/22/2022]
Affiliation(s)
- Diana Navas-Carrillo
- Department of Surgery, Hospital de la Vega Lorenzo Guirao, University of Murcia, Murcia, Spain
| | - José Manuel Rodriguez
- Department of Surgery, Hospital Universitario Virgen de la Arrixaca, University of Murcia, Murcia, Spain
| | | | - Esteban Orenes-Piñero
- Proteomic Unit, Instituto Murciano de Investigación Biosanitaria Virgen de la Arrixaca (IMIB-Arrixaca), Universidad de Murcia, Murcia, Spain
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Wu D, Ni J, Beretov J, Cozzi P, Willcox M, Wasinger V, Walsh B, Graham P, Li Y. Urinary biomarkers in prostate cancer detection and monitoring progression. Crit Rev Oncol Hematol 2017; 118:15-26. [DOI: 10.1016/j.critrevonc.2017.08.002] [Citation(s) in RCA: 55] [Impact Index Per Article: 7.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/11/2017] [Revised: 08/08/2017] [Accepted: 08/11/2017] [Indexed: 12/21/2022] Open
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Ucal Y, Eravci M, Tokat F, Duren M, Ince U, Ozpinar A. Proteomic analysis reveals differential protein expression in variants of papillary thyroid carcinoma. EUPA OPEN PROTEOMICS 2017; 17:1-6. [PMID: 29900122 PMCID: PMC5988514 DOI: 10.1016/j.euprot.2017.09.001] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 05/31/2017] [Accepted: 09/09/2017] [Indexed: 12/14/2022]
Abstract
Introduction Fine Needle Aspiration Biopsy (FNAB) allows the cytological differentiation of benign and malignant thyroid nodules. However, the method itself is not adequate in determining some cases. For example, the diagnosis of Follicular Variant Papillary Thyroid Carcinoma (FV-PTC) can be challenging. In the current study we investigate the protein profiles of FV-PTC and classical variant PTC (CV-PTC) with no lymph node metastasis and compare it with benign thyroid tissue. Method We used CV-PTC (n = 6), FV-PTC (n = 6) and benign thyroid tissues (n = 6) to prepare tissue lysates. Proteins from each group were trypsin and lys-C digested. The samples were analyzed on a Q Exactive Orbitrap mass spectrometer. Results We identified 2560 proteins across all 18 specimens. Protein profiles revealed that there was no clear distinction between benign and FV-PTC samples. However, further examination of our data showed that proteins in energy metabolism have altered in FV-PTC. Proteomic pathway analysis showed marked alteration of the actin cytoskeleton proteins, especially several members of Arp2/3 complex were significantly increased in CV-PTC. We made the novel observation that IQGAP1 protein was significantly increased in CV-PTC, whereas IQGAP2 protein was highly expressed in FV-PTC lesions, suggesting differential roles of IQGAP proteins in thyroid pathology. Conclusion In the present study, mass spectrometry based label free quantification approach was applied to investigate the protein profiles of FV-PTC, CV-PTC and benign thyroid tissues. This study pointed out that actin cytoskeleton proteins, IQGAP proteins and changes in energy metabolism play predominant roles in thyroid pathology.
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Affiliation(s)
- Yasemin Ucal
- Acibadem Mehmet Ali Aydinlar University, School of Medicine, Department of Medical Biochemistry, Istanbul, Turkey
| | - Murat Eravci
- Freie Universität Berlin, Institute of Chemistry and Biochemistry, Berlin, Germany
| | - Fatma Tokat
- Acibadem Maslak Hospital, Pathology, Istanbul, Turkey
| | - Mete Duren
- Acibadem Maslak Hospital, General Surgery, Istanbul, Turkey
| | - Umit Ince
- Acibadem Maslak Hospital, Pathology, Istanbul, Turkey
| | - Aysel Ozpinar
- Acibadem Mehmet Ali Aydinlar University, School of Medicine, Department of Medical Biochemistry, Istanbul, Turkey
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