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Gulfidan G, Soylu M, Demirel D, Erdonmez HBC, Beklen H, Ozbek Sarica P, Arga KY, Turanli B. Systems biomarkers for papillary thyroid cancer prognosis and treatment through multi-omics networks. Arch Biochem Biophys 2022; 715:109085. [PMID: 34800440 DOI: 10.1016/j.abb.2021.109085] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/27/2021] [Revised: 11/12/2021] [Accepted: 11/13/2021] [Indexed: 12/27/2022]
Abstract
The identification of biomolecules associated with papillary thyroid cancer (PTC) has upmost importance for the elucidation of the disease mechanism and the development of effective diagnostic and treatment strategies. Despite particular findings in this regard, a holistic analysis encompassing molecular data from different biological levels has been lacking. In the present study, a meta-analysis of four transcriptome datasets was performed to identify gene expression signatures in PTC, and reporter molecules were determined by mapping gene expression data onto three major cellular networks, i.e., transcriptional regulatory, protein-protein interaction, and metabolic networks. We identified 282 common genes that were differentially expressed in all PTC datasets. In addition, six proteins (FYN, JUN, LYN, PML, SIN3A, and RARA), two Erb-B2 receptors (ERBB2 and ERBB4), two cyclin-dependent receptors (CDK1 and CDK2), and three histone deacetylase receptors (HDAC1, HDAC2, and HDAC3) came into prominence as proteomic signatures in addition to several metabolites including lactaldehyde and proline at the metabolome level. Significant associations with calcium and MAPK signaling pathways and transcriptional and post-transcriptional activities of 12 TFs and 110 miRNAs were also observed at the regulatory level. Among them, six miRNAs (miR-30b-3p, miR-15b-5p, let-7a-5p, miR-130b-3p, miR-424-5p, and miR-193b-3p) were associated with PTC for the first time in the literature, and the expression levels of miR-30b-3p, miR-15b-5p, and let-7a-5p were found to be predictive of disease prognosis. Drug repositioning and molecular docking simulations revealed that 5 drugs (prochlorperazine, meclizine, rottlerin, cephaeline, and tretinoin) may be useful in the treatment of PTC. Consequently, we report here biomolecule candidates that may be considered as prognostic biomarkers or potential therapeutic targets for further experimental and clinical trials for PTC.
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Affiliation(s)
- Gizem Gulfidan
- Department of Bioengineering, Faculty of Engineering, Marmara University, Istanbul, Turkey
| | - Melisa Soylu
- Department of Bioengineering, Faculty of Engineering, Marmara University, Istanbul, Turkey
| | - Damla Demirel
- Department of Bioengineering, Faculty of Engineering, Marmara University, Istanbul, Turkey
| | | | - Hande Beklen
- Department of Bioengineering, Faculty of Engineering, Marmara University, Istanbul, Turkey
| | - Pemra Ozbek Sarica
- Department of Bioengineering, Faculty of Engineering, Marmara University, Istanbul, Turkey
| | - Kazim Yalcin Arga
- Department of Bioengineering, Faculty of Engineering, Marmara University, Istanbul, Turkey
| | - Beste Turanli
- Department of Bioengineering, Faculty of Engineering, Marmara University, Istanbul, Turkey.
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Addie RD, Kostidis S, Corver WE, Oosting J, Aminzadeh-Gohari S, Feichtinger RG, Kofler B, Aydemirli MD, Giera M, Morreau H. Metabolic reprogramming related to whole-chromosome instability in models for Hürthle cell carcinoma. Sci Rep 2020; 10:9578. [PMID: 32533088 PMCID: PMC7293353 DOI: 10.1038/s41598-020-66599-1] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/09/2019] [Accepted: 05/19/2020] [Indexed: 12/21/2022] Open
Abstract
Hürthle cell carcinoma (HCC) is a recurrent subtype of non-medullary thyroid cancer. HCC is characterized by profound whole-chromosome instability (w-CIN), resulting in a near-homozygous genome (NHG), a phenomenon recently attributed to reactive oxygen species (ROS) generated during mitosis by malfunctioning mitochondria. We studied shared metabolic traits during standard and glucose-depleted cell culture in thyroid cancer cell lines (TCCLs), with or without a NHG, using quantitative analysis of extra and intracellular metabolites and ROS production following inhibition of complex III with antimycin A. We found that the XTC.UC1 and FTC-236 cell lines (both NHG) are functionally impaired in complex I and produce significantly more superoxide radicals than SW579 and BHP 2–7 (non-NHG) after challenge with antimycin A. FTC-236 showed the lowest levels of glutathione and SOD2. XTC.UC1 and FTC-236 both exhibited reduced glycolytic activity and utilization of alternative sources to meet energy demands. Both cell lines also shared low levels of α-ketoglutarate and high levels of creatine, phosphocreatine, uridine diphosphate-N-acetylglucosamine, pyruvate and acetylcarnitine. Furthermore, the metabolism of XTC.UC1 was skewed towards the de novo synthesis of aspartate, an effect that persisted even in glucose-free media, pointing to reductive carboxylation. Our data suggests that metabolic reprogramming and a subtle balance between ROS generation and scavenging/conversion of intermediates may be involved in ROS-induced w-CIN in HCC and possibly also in rare cases of follicular thyroid cancer showing a NHG.
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Affiliation(s)
- Ruben D Addie
- Department of Pathology, Leiden University Medical Center, Albinusdreef 2, 2333ZA, Leiden, The Netherlands.,Center for Proteomics and Metabolomics, Leiden University Medical Center, Albinusdreef 2, 2333ZA, Leiden, The Netherlands
| | - Sarantos Kostidis
- Center for Proteomics and Metabolomics, Leiden University Medical Center, Albinusdreef 2, 2333ZA, Leiden, The Netherlands
| | - Willem E Corver
- Department of Pathology, Leiden University Medical Center, Albinusdreef 2, 2333ZA, Leiden, The Netherlands.
| | - Jan Oosting
- Department of Pathology, Leiden University Medical Center, Albinusdreef 2, 2333ZA, Leiden, The Netherlands
| | - Sepideh Aminzadeh-Gohari
- Research Program for Receptor Biochemistry and Tumor Metabolism, Department of Pediatrics, University Hospital of the Paracelsus Medical University, Müllner Hauptstraße 48, 5020, Salzburg, Austria
| | - René G Feichtinger
- Research Program for Receptor Biochemistry and Tumor Metabolism, Department of Pediatrics, University Hospital of the Paracelsus Medical University, Müllner Hauptstraße 48, 5020, Salzburg, Austria
| | - Barbara Kofler
- Research Program for Receptor Biochemistry and Tumor Metabolism, Department of Pediatrics, University Hospital of the Paracelsus Medical University, Müllner Hauptstraße 48, 5020, Salzburg, Austria
| | - Mehtap Derya Aydemirli
- Department of Pathology, Leiden University Medical Center, Albinusdreef 2, 2333ZA, Leiden, The Netherlands
| | - Martin Giera
- Center for Proteomics and Metabolomics, Leiden University Medical Center, Albinusdreef 2, 2333ZA, Leiden, The Netherlands
| | - Hans Morreau
- Department of Pathology, Leiden University Medical Center, Albinusdreef 2, 2333ZA, Leiden, The Netherlands
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Darouassi Y, Aljalil A, Azami A, Elakhiri M, Ennouali A, Hanine MA, Chebraoui Y, Tayane M, Mliha Touati M, Rharrassi I, Ammar H. SYNCHRONOUS OCCURRENCE OF THREE DIFFERENT THYROID TUMORS. ACTA ENDOCRINOLOGICA-BUCHAREST 2020; 16:366-369. [PMID: 33363662 DOI: 10.4183/aeb.2020.366] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/20/2022]
Abstract
Background Thyroid nodules are common; however, the association of two or more different tumors in the thyroid gland is unusual. We present a first case with the association of three histological types of thryroid tumors. To the best of our knowledge, this association has not been reported in the literature before. We aim here to highlight the possible coexistence of many lesions in the thyroid gland and to discuss treatment options. Case presentation We report the case of a female patient who presented with a multinodular goiter. The final pathology after total thyroidectomy found the association of a multifocal papillary thyroid microcarcinoma arising within a Hurthle cells adenoma in a lobe and a noninvasive follicular thyroid neoplasm with papillary nuclear features in the other lobe. Due to the very low risk of recurrence, the patient was not treated with radioactive iodine. Conclusions Many controversies remain about the management of Hurthle cells tumors and many variants of papillary thyroid carcinoma. Although the management of our case did not change, more studies are necessary to analyze the evolution of patients with multiple thyroid neoplasms. When discussing therapeutic options, the advantages and disadvantages should be considered case by case based on disease staging.
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Affiliation(s)
- Y Darouassi
- Hopital Militaire Avicenne, Marrakech, Morocco
| | - A Aljalil
- Hopital Militaire Avicenne, Marrakech, Morocco
| | - A Azami
- Hopital Militaire Avicenne, Marrakech, Morocco
| | - M Elakhiri
- Hopital Militaire Avicenne, Marrakech, Morocco
| | - A Ennouali
- Hopital Militaire Avicenne, Marrakech, Morocco
| | - M A Hanine
- Hopital Militaire Avicenne, Marrakech, Morocco
| | - Y Chebraoui
- Hopital Militaire Avicenne, Marrakech, Morocco
| | - M Tayane
- Hopital Militaire Avicenne, Marrakech, Morocco
| | | | - I Rharrassi
- Hopital Militaire Avicenne, Marrakech, Morocco
| | - H Ammar
- Hopital Militaire Avicenne, Marrakech, Morocco
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4
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Li W, Xia S, Aronova A, Min IM, Verma A, Scognamiglio T, Gray KD, Ullmann TM, Liang H, Moore MD, Elemento O, Zarnegar R, Fahey TJ. CHL1 expression differentiates Hürthle cell carcinoma from benign Hürthle cell nodules. J Surg Oncol 2018; 118:1042-1049. [PMID: 30311656 DOI: 10.1002/jso.25214] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/30/2018] [Revised: 07/12/2018] [Accepted: 07/30/2018] [Indexed: 12/17/2022]
Abstract
BACKGROUND AND OBJECTIVES Hürthle cell carcinoma (HCC) is an unusual and relatively rare type of differentiated thyroid cancer. Currently, cytologic analysis of fine-needle aspiration biopsy is limited in distinguishing benign Hürthle cell neoplasms from malignant ones. The aim of this study was to determine whether differences in the expression of specific genes could differentiate HCC from benign Hürthle cell nodules by evaluating differential gene expression in Hürthle cell disease. METHODS Eighteen benign Hürthle cell nodules and seven HCC samples were analyzed by whole-transcriptome sequencing. Bioinformatics analysis was carried out to identify candidate differentially expressed genes. Expression of these candidate genes was re-examined by quantitative real-time polymerase chain reaction (qRT-PCR). Protein expression was quantified by immunohistochemistry. RESULTS Close homolog of L1 (CHL1) was identified as overexpressed in HCC. CHL1 was found to have greater than 15-fold higher expression in fragments per kilobase million in HCC compared with benign Hurthle cell tumors. This was confirmed by qRT-PCR. Moreover, the immunoreactivity score of the CHL1 protein was significantly higher in HCC compared with benign Hürthle cell nodules. CONCLUSIONS CHL1 expression may represent a novel and useful prognostic biomarker to distinguish HCC from benign Hürthle cell disease.
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Affiliation(s)
- Wei Li
- Department of Nuclear Medicine, Tianjin Medical University General Hospital, Tianjin, China
| | - Shujun Xia
- Ultrasound Department, Rui Jin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Anna Aronova
- Department of Surgery, New York Presbyterian Hospital-Weill Cornell Medical College, New York, New York
| | - Irene M Min
- Department of Surgery, New York Presbyterian Hospital-Weill Cornell Medical College, New York, New York
| | - Akanksha Verma
- Department of Physiology and Biophysics, Institute for Precision Medicine, Institute for Computational Biomedicine, Weill Cornell Medical College, New York, New York
| | - Theresa Scognamiglio
- Department of Pathology, New York Presbyterian Hospital-Weill Cornell Medical College, New York, New York
| | - Katherine D Gray
- Department of Surgery, New York Presbyterian Hospital-Weill Cornell Medical College, New York, New York
| | - Timothy M Ullmann
- Department of Surgery, New York Presbyterian Hospital-Weill Cornell Medical College, New York, New York
| | - Heng Liang
- Department of Surgery, New York Presbyterian Hospital-Weill Cornell Medical College, New York, New York
| | - Maureen D Moore
- Department of Surgery, New York Presbyterian Hospital-Weill Cornell Medical College, New York, New York
| | - Olivier Elemento
- Department of Physiology and Biophysics, Institute for Precision Medicine, Institute for Computational Biomedicine, Weill Cornell Medical College, New York, New York
| | - Rasa Zarnegar
- Department of Surgery, New York Presbyterian Hospital-Weill Cornell Medical College, New York, New York
| | - Thomas J Fahey
- Department of Surgery, New York Presbyterian Hospital-Weill Cornell Medical College, New York, New York
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Corver WE, Demmers J, Oosting J, Sahraeian S, Boot A, Ruano D, Wezel TV, Morreau H. ROS-induced near-homozygous genomes in thyroid cancer. Endocr Relat Cancer 2018; 25:83-97. [PMID: 29066502 DOI: 10.1530/erc-17-0288] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/29/2017] [Accepted: 10/24/2017] [Indexed: 12/17/2022]
Abstract
A near-homozygous genome (NHG) is especially seen in a subset of follicular thyroid cancer of the oncocytic type (FTC-OV). An NHG was also observed in the metabolically relatively quiescent cell lines XTC.UC1, a model for FTC-OV, and in FTC-133, -236 and -238, the latter three derived from one single patient with follicular thyroid cancer. FTC-236 subclones showed subtle whole-chromosome differences indicative of sustained reciprocal mitotic missegregations. Reactive oxygen species (ROS) scavenger experiments reduced the number of chromosomal missegregations in XTC.UC1 and FTC-236, while pCHK2 was downregulated in these cells. Treatment with antimycin A increased ROS indicated by enhanced MitoSOX Red and pCHK2 fluorescence in metaphase cells. In a selected set of oncocytic follicular thyroid tumors, increasing numbers of whole-chromosome losses were observed toward an aggressive phenotype, but with retention of chromosome 7. Together, ROS activates CHK2 and links to the stepwise loss of whole chromosomes during tumor progression in these lesions. We postulate that sequential loss of whole chromosomes is a dominant driver of the oncogenesis of a subset of follicular thyroid tumors.
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Affiliation(s)
- Willem E Corver
- Department of Pathology Leiden University Medical CenterLeiden, Netherlands
| | - Joris Demmers
- Department of Pathology Leiden University Medical CenterLeiden, Netherlands
| | - Jan Oosting
- Department of Pathology Leiden University Medical CenterLeiden, Netherlands
| | - Shima Sahraeian
- Department of Pathology Leiden University Medical CenterLeiden, Netherlands
| | - Arnoud Boot
- Department of Pathology Leiden University Medical CenterLeiden, Netherlands
| | - Dina Ruano
- Department of Pathology Leiden University Medical CenterLeiden, Netherlands
| | - Tom van Wezel
- Department of Pathology Leiden University Medical CenterLeiden, Netherlands
| | - Hans Morreau
- Department of Pathology Leiden University Medical CenterLeiden, Netherlands
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Terzioğlu G, Örmeci B, Türksoy Ö, Sayman C, Çınar N, Öztürk GA, Demirel GY. Mitochondrial depletion in CD4 + and CD19 + peripheral lymphocytes in early stage Alzheimer’s disease. Mech Ageing Dev 2017; 167:24-29. [DOI: 10.1016/j.mad.2017.09.003] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/21/2017] [Revised: 08/05/2017] [Accepted: 09/15/2017] [Indexed: 01/03/2023]
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7
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Chidiac M, Fayyad-Kazan M, Daher J, Poelvoorde P, Bar I, Maenhaut C, Delrée P, Badran B, Vanhamme L. ApolipoproteinL1 is expressed in papillary thyroid carcinomas. Pathol Res Pract 2016; 212:631-5. [DOI: 10.1016/j.prp.2016.04.004] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/24/2015] [Revised: 03/23/2016] [Accepted: 04/13/2016] [Indexed: 12/19/2022]
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Shenouda M, Brown LG, Denning KL, Pacioles T. A Case of Oncocytic Adrenocortical Neoplasm of Borderline (Uncertain) Malignant Potential. Cureus 2016; 8:e638. [PMID: 27433417 DOI: 10.7759/cureus.638] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/05/2022] Open
Abstract
Oncocytic neoplasms are tumors composed predominantly or exclusively of oncocytes (large polygonal cells with granular eosinophilic cytoplasm due to abnormal mitochondrial accumulation). These tumors are frequently reported in the thyroid, kidneys, and salivary glands. However, they are distinctly rare in the adrenal cortex. Oncocytic adrenocortical neoplasms (OAN) are classified regarding their biological behavior by their histological features according to the Lin-Weiss-Bisceglia system (LWB). Here, we report a case of OAN of borderline or uncertain malignant potential (BMP) with subsequently identified papillary thyroid carcinoma (PTC). A 34-year-old female with a nine-month history of fatigue presented with chest pain. A right adrenal mass was incidentally found while ruling out pulmonary embolism. A CT-guided adrenal biopsy, although not routinely indicated, was performed and interpreted as malignant with no definitive origin. Hormonal workup was unremarkable. PET-scan showed hypermetabolic adrenal mass with peak standardized uptake value of 15, suspicious of malignancy. A hypermetabolic thyroid nodule was also identified, but there was no evidence of metastatic disease. The patient underwent adrenalectomy, and the initial pathology report was interpreted as atypical pink cell tumor. A second pathology report from another laboratory favored OAN based on the morphology and immunohistochemical staining. While the histologic criteria of malignancy were not met, the large tumor size makes it compatible with BMP according to LWB criteria. A follow-up thyroid ultrasound revealed a complex thyroid nodule. A total thyroidectomy was performed, and pathology was consistent with PTC. Of interest, PTC frequently shows an increase in mitochondrial content, which is characteristic of oncocytic tumors. This case illustrates that OAN, although rare, should be considered in the differential diagnosis of adrenal masses. When OAN is identified, it should be classified regarding its biological behavior as benign or malignant using the LWB system and, eventually, the reticulin algorithm of Duregon, et al. Oncocytoma can be confirmed ultrastructurally or by immunohistochemistry. Studying the gene mutations in patients presenting with oncocytic malignancies and other tumors that demonstrate mitochondrial proliferation as PTC might help to understand the role of mitochondrial proliferation in cancer development.
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Affiliation(s)
- Mina Shenouda
- Internal Medicine, Joan C. Edwards School of Medicine at Marshall University
| | - Linda G Brown
- Pathology Department, Joan C. Edwards School of Medicine at Marshall University
| | - Krista L Denning
- Pathology Department, Joan C. Edwards School of Medicine at Marshall University
| | - Toni Pacioles
- Hematology/Oncology Department, Edwards Comprehensive Cancer Center, Joan C. Edwards School of Medicine at Marshall University
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A Transcriptomic Study of Maternal Thyroid Adaptation to Pregnancy in Rats. Int J Mol Sci 2015; 16:27339-49. [PMID: 26580608 PMCID: PMC4661888 DOI: 10.3390/ijms161126030] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/26/2015] [Revised: 11/03/2015] [Accepted: 11/10/2015] [Indexed: 01/22/2023] Open
Abstract
Thyroid disorders are relatively frequently observed in pregnant women. However, the impact of pregnancy on maternal thyroid has not been systematically evaluated. In the present study, using the rat as an animal model, we observed that the weight of maternal thyroid increased by about 18% in late pregnancy. To gain an insight into the molecular mechanisms, we took advantage of RNA-seq approaches to investigate global gene expression changes in the maternal thyroid. We identified a total of 615 differentially expressed genes, most of which (558 genes or 90.7%) were up-regulated in late pregnancy compared to the non-pregnant control. Gene ontology analysis showed that genes involved in cell cycle and metabolism were significantly enriched among up-regulated genes. Unexpectedly, pathway analysis revealed that expression levels for key components of the thyroid hormone synthesis pathway were not significantly altered. In addition, by examining of the promoter regions of up-regulated genes, we identified MAZ (MYC-associated zinc finger protein) and TFCP2 (transcription factor CP2) as two causal transcription factors. Our study contributes to an increase in the knowledge on the maternal thyroid adaptation to pregnancy.
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10
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Jacques C, Guillotin D, Fontaine JF, Franc B, Mirebeau-Prunier D, Fleury A, Malthiery Y, Savagner F. DNA microarray and miRNA analyses reinforce the classification of follicular thyroid tumors. J Clin Endocrinol Metab 2013; 98:E981-9. [PMID: 23569218 DOI: 10.1210/jc.2012-4006] [Citation(s) in RCA: 29] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/04/2023]
Abstract
CONTEXT Focusing on mitochondrial function and thyroid tumorigenesis, we used an integrative approach to identify relevant biomarkers for borderline thyroid lesions. DESIGN Using cDNA and microRNA (miRNA) microarrays and quantitative RT-PCR analysis (qPCR), we explored samples of various types of thyroid tumors including 25 benign follicular adenomas represented by macrofollicular variants of thyroid adenomas, 38 oncocytic variants of follicular thyroid tumors, 19 papillary thyroid carcinomas, and 10 tumors of uncertain malignant potential, together with 53 normal thyroid tissue samples. RESULTS Our transcriptomic analysis, which highlighted discrepancies between controls and tumor tissues, as well as between various tumor types, led to the identification of 13 genes, allowing discrimination between the thyroid adenomas, oncocytic variants of follicular thyroid tumors, and papillary thyroid carcinomas, whereas the tumors of uncertain malignant potential were found to overlap these classes. Five of these genes (TP53, HOXA9, RUNX1, MYD88, and CITED1), with a differential expression confirmed by qPCR analysis, are implicated in tumorigenesis, 4 in mitochondrial metabolism (MRPL14, MRPS2, MRPS28, and COX6A1), and 2 in thyroid metabolic pathways (CaMKIINalpha and TPO). The global miRNA analysis revealed 62 differential miRNAs, the expression level for 10 of these being confirmed by qPCR. The differential expression of the miRNAs was in accordance with the modulation of gene expression and the ontologies revealed by our transcriptomic analysis. CONCLUSIONS These findings reinforce the classification of follicular thyroid tumors established by the World Health Organization, and our technique offers a novel molecular approach to refine the classification of thyroid tumors of uncertain malignant potential.
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Affiliation(s)
- Caroline Jacques
- Institut National de la Santé et de la Recherche Médicale U694, rue des Capucins, F-49033 Angers, France
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11
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Makki FM, Taylor SM, Shahnavaz A, Leslie A, Gallant J, Douglas S, Teh E, Trites J, Bullock M, Inglis K, Pinto DM, Hart RD. Serum biomarkers of papillary thyroid cancer. J Otolaryngol Head Neck Surg 2013; 42:16. [PMID: 23663694 PMCID: PMC3651213 DOI: 10.1186/1916-0216-42-16] [Citation(s) in RCA: 24] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/15/2012] [Accepted: 01/06/2013] [Indexed: 02/07/2023] Open
Abstract
Objective To identify serum biomarkers of papillary thyroid cancer. Methods Prospective analysis was performed of banked tumor and serum specimens from 99 patients with thyroid masses. Enzyme-linked immunosorbent assay (ELISA) was employed to measure levels of five serum proteins previously demonstrated to be up-regulated in papillary thyroid cancer (PTC): angiopoietin-1 (Ang-1), cytokeratin 19 (CK-19), tissue inhibitor of metalloproteinase-1 (TIMP-1), chitinase 3 like-1 (YKL-40), and galectin-3 (GAL-3). Serum levels were compared between patients with PTC and those with benign tumors. Results A total of 99 patients were enrolled in the study (27 men, 72 women), with a median age of 54 years. Forty-three patients had PTC and 58 cases were benign tumors. There were no statistically significant differences when comparing all five different biomarkers between PTC and other benign thyroid tumors. The p-values were 0.94, 0.48, 0.72, 0.48, and 0.90 for YKL-40, Gal-3, CK19, TIMP-1, and Ang-1, respectively. Conclusion Serum levels of four of the five proteins were elevated in patients with thyroid masses relative to normal values. However, the difference between benign and PTC was not significant. Two of the markers (Gal-3 & TIMP-1) displayed a greater potential difference, which may warrant further investigation. This study suggests that other serum markers should be sought. This is the first study to investigate potential serum biomarkers based on over-expressed proteins in thyroid cancer versus benign pathology.
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Affiliation(s)
- Fawaz M Makki
- Department of Surgery, Division of Otolaryngology, Queen Elizabeth II Health Sciences Centre and Dalhousie University, 1278 Tower Rd,, B3H 2Y9, Halifax, N, S,, Canada.
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Máximo V, Lima J, Prazeres H, Soares P, Sobrinho-Simões M. The biology and the genetics of Hurthle cell tumors of the thyroid. Endocr Relat Cancer 2012; 19:R131-47. [PMID: 22514109 DOI: 10.1530/erc-11-0354] [Citation(s) in RCA: 53] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/21/2022]
Abstract
The biology and the genetics of Hürthle cell tumors are reviewed starting from the characterization and differential diagnosis of the numerous benign and malignant, neoplastic and nonneoplastic lesions of the thyroid in which Hürthle cell transformation is frequently observed. The clinicopathologic and molecular evidence obtained from the comparative study of the aforementioned conditions indicate that Hürthle cell appearance represents a phenotype that is superimposed on the genotypic and conventional histopathologic features of the tumors. Hürthle cell tumors differ from their non-Hürthle counterparts regarding the prevalence of large deletions of mitochondrial DNA (mtDNA), mutations of mtDNA genes coding for oxidative phosphorylation (OXPHOS) proteins (namely mutations of complex I subunit genes) and mutations of nuclear genes coding also for mitochondrial OXPHOS proteins. Such mitochondrial alterations lead to energy production defects in Hürthle cell tumors; the increased proliferation of mitochondria may reflect a compensatory mechanism for such defects and is associated with the overexpression of factors involved in mitochondrial biogenesis. The mitochondrial abnormalities are also thought to play a major role in the predisposition for necrosis instead of apoptosis which seems to be blocked in most Hürthle cell tumors. Finally, the results obtained in experimental models using cybrid cell lines and the data obtained from histopathologic and molecular studies of familial Hürthle cell tumors are used, together with the aforementioned genetic and epigenetic alterations, to progress in the understanding of the mechanisms through which mitochondrial abnormalities may be involved in the different steps of thyroid carcinogenesis, from tumor initiation to metastization.
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Affiliation(s)
- Valdemar Máximo
- Institute of Pathology and Immunology of the University of Porto (IPATIMUP), Rua Roberto Frias s/n, 4200-465 Porto, Portugal
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Rusinek D, Szpak-Ulczok S, Jarzab B. Gene expression profile of human thyroid cancer in relation to its mutational status. J Mol Endocrinol 2011; 47:R91-103. [PMID: 21798995 DOI: 10.1530/jme-11-0023] [Citation(s) in RCA: 29] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Abstract
This review describes the gene expression profile changes associated with the presence of different mutations that contribute to thyroid cell carcinogenesis. The results are discussed in the context of thyroid cancer biology and of the implications for disease prognosis, while the diagnostic aspect has been omitted. For papillary thyroid cancer (PTC), the most characteristic gene expression profile is associated with the presence of BRAF mutation. BRAF-associated PTC differ profoundly from RET/PTC or RAS-associated cancers. Simultaneously, they retain many characteristic gene expression features common for all PTCs, induced by the alternative mutations activating MAPK pathway. Although the difference between papillary and follicular thyroid cancer (FTC) is significant at the gene expression profile level, surprisingly, the RAS-related signature of FTC is not well specified. PAX8/peroxisome proliferator-activated receptor γ (PPARγ) rearrangements, which occur in FTC as an alternative to the RAS mutation, are associated with specific changes in gene expression. Furthermore, the difference between well-differentiated thyroid cancers and poorly differentiated and anaplastic thyroid cancers is mainly a reflection of tumor degree of differentiation and may not be attributed to the presence of characteristic mutations.
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Affiliation(s)
- Dagmara Rusinek
- Department of Nuclear Medicine and Endocrine Oncology, Maria Sklodowska-Curie Memorial Cancer Center and Institute of Oncology, Gliwice Branch, Wybrzeze Armii Krajowej 15, 44-101 Gliwice, Poland
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Han CL, Chen JS, Chan EC, Wu CP, Yu KH, Chen KT, Tsou CC, Tsai CF, Chien CW, Kuo YB, Lin PY, Yu JS, Hsueh C, Chen MC, Chan CC, Chang YS, Chen YJ. An informatics-assisted label-free approach for personalized tissue membrane proteomics: case study on colorectal cancer. Mol Cell Proteomics 2011; 10:M110.003087. [PMID: 21209152 PMCID: PMC3069341 DOI: 10.1074/mcp.m110.003087] [Citation(s) in RCA: 49] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/31/2022] Open
Abstract
We developed a multiplexed label-free quantification strategy, which integrates an efficient gel-assisted digestion protocol, high-performance liquid chromatography tandem MS analysis, and a bioinformatics alignment method to determine personalized proteomic profiles for membrane proteins in human tissues. This strategy provided accurate (6% error) and reproducible (34% relative S.D.) quantification of three independently purified membrane fractions from the same human colorectal cancer (CRC) tissue. Using CRC as a model, we constructed the personalized membrane protein atlas of paired tumor and adjacent normal tissues from 28 patients with different stages of CRC. Without fractionation, this strategy confidently quantified 856 proteins (≥2 unique peptides) across different patients, including the first and robust detection (Mascot score: 22,074) of the well-documented CRC marker, carcinoembryonic antigen 5 by a discovery-type proteomics approach. Further validation of a panel of proteins, annexin A4, neutrophils defensin A1, and claudin 3, confirmed differential expression levels and high occurrences (48–70%) in 60 CRC patients. The most significant discovery is the overexpression of stomatin-like 2 (STOML2) for early diagnostic and prognostic potential. Increased expression of STOML2 was associated with decreased CRC-related survival; the mean survival period was 34.77 ± 2.03 months in patients with high STOML2 expression, whereas 53.67 ± 3.46 months was obtained for patients with low STOML2 expression. Further analysis by ELISA verified that plasma concentrations of STOML2 in early-stage CRC patients were elevated as compared with those of healthy individuals (p < 0.001), suggesting that STOML2 may be a noninvasive serological biomarker for early CRC diagnosis. The overall sensitivity of STOML2 for CRC detection was 71%, which increased to 87% when combined with CEA measurements. This study demonstrated a sensitive, label-free strategy for differential analysis of tissue membrane proteome, which may provide a roadmap for the subsequent identification of molecular target candidates of multiple cancer types.
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Affiliation(s)
- Chia-Li Han
- Institute of Chemistry, Academia Sinica, Taipei 11529, Taiwan
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Genetic Predisposition to Familial Nonmedullary Thyroid Cancer: An Update of Molecular Findings and State-of-the-Art Studies. JOURNAL OF ONCOLOGY 2010; 2010:385206. [PMID: 20628519 PMCID: PMC2902056 DOI: 10.1155/2010/385206] [Citation(s) in RCA: 44] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Received: 08/27/2009] [Revised: 02/09/2010] [Accepted: 04/01/2010] [Indexed: 02/07/2023]
Abstract
Familial thyroid cancer has become a well-recognized entity in patients with thyroid cancer
originating from follicular cells, that is, nonmedullary thyroid carcinoma. The diagnosis of
familial thyroid cancer provides an opportunity for early detection and possible prevention in
family members. Understanding the syndromes associated with familial thyroid cancer allows
clinicians to evaluate and treat patients for coexisting pathologic conditions. About five
percents of patients with well-differentiated thyroid carcinoma have a familial disease.
Patients with familial non-medullalry thyroid cancer have more aggressive tumors with
increased rates of extrathyroid extension, lymph node metastases, and frequently show the
phenomenon of “anticipation” (earlier age at disease onset and increased severity in
successive generations). So far, four predisposition loci have been identified in relatively rare
extended pedigrees, and association studies have identified multiple predisposing variants for
differentiated thyroid cancer. This suggests that there is a high degree of genetic
heterogeneity and that the development of this type of tumor is a multifactorial and complex
process in which predisposing genetic variants interact with a number of incompletely
understood environmental risk factors. Thus, the search for the causative variants is still open
and will surely benefit from the new technological approaches that have been developed in
recent years.
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Raharijaona M, Le Pennec S, Poirier J, Mirebeau-Prunier D, Rouxel C, Jacques C, Fontaine JF, Malthiery Y, Houlgatte R, Savagner F. PGC-1-related coactivator modulates mitochondrial-nuclear crosstalk through endogenous nitric oxide in a cellular model of oncocytic thyroid tumours. PLoS One 2009; 4:e7964. [PMID: 19956726 PMCID: PMC2776512 DOI: 10.1371/journal.pone.0007964] [Citation(s) in RCA: 23] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/05/2009] [Accepted: 10/25/2009] [Indexed: 11/19/2022] Open
Abstract
Background The PGC-1 related coactivator (PRC), which shares structural and functional features with PGC-1α, is believed to regulate several metabolic pathways as well as mitochondrial biogenesis. Its involvement in the early programming of cell proliferation suggests the existence of finely regulated crosstalk between mitochondrial functions and the cell cycle status. Methodology/Principal Findings PRC-regulated pathways were explored in a cell-line model derived from mitochondrial-rich tumours with an essentially oxidative metabolism and specifically high PRC expression. The functional status of mitochondria was compared to the results of microarray analysis under conditions of temporal PRC inhibition. To specify the fine PRC regulation, the expression levels of the genes and proteins involved in the oxidative phosphorylation process were studied by real time quantitative PCR and western blotting. As in earlier studies on PGC-1α, we investigated the role of nitric oxide in PRC-regulated mitochondrial biogenesis and determined its action in the control of the phosphorylation status of the mitogen-activated protein kinase pathway. Conclusion/Significance We found that nitric oxide rapidly influences PRC expression at the transcriptional level. Focusing on mitochondrial energetic metabolism, we observed that PRC differentially controls respiratory chain complexes and coupling efficiency in a time-dependent manner to maintain mitochondrial homeostasis. Our results highlight the key role of PRC in the rapid modulation of metabolic functions in response to the status of the cell cycle.
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Affiliation(s)
- Mahatsangy Raharijaona
- INSERM, UMR 915, l'institut du Thorax, Nantes, France
- Université de Nantes, Nantes, France
| | - Soazig Le Pennec
- INSERM, UMR 694, Angers, France
- Université d'Angers, Angers, France
| | - Julie Poirier
- INSERM, UMR 694, Angers, France
- Université d'Angers, Angers, France
| | - Delphine Mirebeau-Prunier
- INSERM, UMR 694, Angers, France
- Université d'Angers, Angers, France
- CHU Angers, Laboratoire de Biochimie, Angers, France
| | - Clothilde Rouxel
- INSERM, UMR 694, Angers, France
- Université d'Angers, Angers, France
| | - Caroline Jacques
- INSERM, UMR 694, Angers, France
- Université d'Angers, Angers, France
| | | | - Yves Malthiery
- INSERM, UMR 694, Angers, France
- Université d'Angers, Angers, France
- CHU Angers, Laboratoire de Biochimie, Angers, France
| | - Rémi Houlgatte
- INSERM, UMR 915, l'institut du Thorax, Nantes, France
- Université de Nantes, Nantes, France
| | - Frédérique Savagner
- INSERM, UMR 915, l'institut du Thorax, Nantes, France
- INSERM, UMR 694, Angers, France
- Université d'Angers, Angers, France
- CHU Angers, Laboratoire de Biochimie, Angers, France
- * E-mail: .
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17
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Abstract
Background: The human death-associated protein 3 (hDAP3) is a GTP-binding constituent of the small subunit of the mitochondrial ribosome with a pro-apoptotic function. Methods: A search through publicly available microarray data sets showed 337 genes potentially coregulated with the DAP3 gene. The promoter sequences of these 337 genes and 70 out of 85 mitochondrial ribosome genes were analysed in silico with the DAP3 gene promoter sequence. The mitochondrial role of DAP3 was also investigated in the thyroid tumours presenting various mitochondrial contents. Results: The study revealed nine transcription factors presenting enriched motifs for these gene promoters, five of which are implicated in cellular growth (ELK1, ELK4, RUNX1, HOX11-CTF1, TAL1-ternary complex factor 3) and four in mitochondrial biogenesis (nuclear respiratory factor-1 (NRF-1), GABPA, PPARG-RXRA and estrogen-related receptor alpha (ESRRA)). An independent microarray data set showed the overexpression of ELK1, RUNX1 and ESRRA in the thyroid oncocytic tumours. Exploring the thyroid tumours, we found that DAP3 mRNA and protein expression is upregulated in tumours presenting a mitochondrial biogenesis compared with the normal tissue. ELK1 and ESRRA were also showed upregulated with DAP3. Conclusion: ELK1 and ESRRA may be considered as potential regulators of the DAP3 gene expression. DAP3 may participate in mitochondrial maintenance and play a role in the balance between mitochondrial homoeostasis and tumourigenesis.
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18
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Liu ZM, Hasselt CAV, Song FZ, Vlantis AC, Cherian MG, Koropatnick J, Chen GG. Expression of functional metallothionein isoforms in papillary thyroid cancer. Mol Cell Endocrinol 2009; 302:92-8. [PMID: 19356627 DOI: 10.1016/j.mce.2008.12.017] [Citation(s) in RCA: 19] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/28/2008] [Revised: 12/19/2008] [Accepted: 12/22/2008] [Indexed: 11/17/2022]
Abstract
Metallothionein (MT) isoforms have not been studied in papillary thyroid cancer. We examined how the functional MT1 and MT2 isoforms were expressed in papillary thyroid cancer (KAT5) cells. We demonstrated that KAT5 cells expressed eight functional MT1 and MT2 isoforms induced by cadmium. Elevated calcium and activated ERK1/2 predated MT expression. The inhibition of either calcium or ERK1/2 significantly blocked the isoform expression. The induction of these isoforms accompanied an increased progression of cell cycle from G0/G1 to G2-M. The alternation in cell cycle disappeared when the expression of MT isoforms was blocked by calcium inhibitor or ERK1/2 inhibitor. Collectively, KAT5 cells express eight functional MT1 and MT2 isoforms in a pathway controlled by calcium and ERK1/2. The elevation of the MT isoforms contributes to the decreased G0/G1 but increased G2-M phase. These results reveal a novel pathway for the expression of the functional MT in papillary thyroid cancer.
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Affiliation(s)
- Zhi-Min Liu
- Department of Surgery, Head and Neck Surgery, The Chinese University of Hong Kong, Prince of Wales Hospital, Shatin, NT, Hong Kong, China
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19
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Goldenberg D, Zagon IS, Fedok F, Crist HS, McLaughlin PJ. Expression of opioid growth factor (OGF)-OGF receptor (OGFr) axis in human nonmedullary thyroid cancer. Thyroid 2008; 18:1165-70. [PMID: 19014324 DOI: 10.1089/thy.2008.0112] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/15/2022]
Abstract
BACKGROUND Although thyroid cancers are readily treatable with surgery and radioactive iodine, there are problems in managing recurring, as well as locally advanced, thyroid cancer. The opioid growth factor (OGF) and its receptor, OGF receptor (OGFr), form a tonically active, autocrine-paracrine loop that serves to inhibit cell proliferation in a wide variety of normal and abnormal cells and tissues. In the present study we examined the presence and distribution of OGF and OGFr in nonmedullary thyroid cancer, including papillary, follicular, and anaplastic, as well as thyroid tissue from patients with nonmalignant disease. METHODS Patient samples of thyroid cancers and goiter were collected at the time of resection and processed for immunohistochemistry of OGF and OGFr, as well as pharmacological binding assays for OGFr. RESULTS Both peptide and receptor were detected in the cytoplasm and nucleus of all nonmedullary thyroid cancers, as well as in goiter. Specific and saturable binding of OGFr was found in all thyroid samples. CONCLUSIONS The finding that a potent negative growth regulator and its receptor are present in nonmedullary thyroid cancers and thyroid tissues from patients with nonmalignant disease lead us to suggest that the OGF-OGFr axis serves as a regulator of cell proliferation in these tissues. Moreover, modulation of this biological system may be used to treat progression of nonmedullary thyroid neoplasias.
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Affiliation(s)
- David Goldenberg
- Division of Otolaryngology, Department of Surgery, H091, College of Medicine, The Penn State University, Hershey, Pennsylvania 17033, USA.
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20
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Montone KT, Baloch ZW, LiVolsi VA. The Thyroid Hürthle (Oncocytic) Cell and Its Associated Pathologic Conditions: A Surgical Pathology and Cytopathology Review. Arch Pathol Lab Med 2008; 132:1241-50. [DOI: 10.5858/2008-132-1241-tthoca] [Citation(s) in RCA: 126] [Impact Index Per Article: 7.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 03/11/2008] [Indexed: 11/06/2022]
Abstract
Abstract
Context.—Hürthle cells are eosinophilic, follicular-derived cells that are associated with a variety of nonneoplastic and neoplastic thyroid lesions. The differential diagnosis of Hürthle cell lesions is quite broad.
Objective.—To review the pathologic conditions associated with Hürthle cells in the thyroid and to discuss pathology of thyroid lesions associated with oncocytic cytology.
Data Sources.—A variety of thyroid nonneoplastic (autoimmune thyroiditis, multinodular goiter) and neoplastic conditions (Hürthle cell adenoma, Hürthle cell carcinoma) are associated with Hürthle cell cytology. In addition, there are several thyroid neoplasms that should be considered when one observes a Hürthle cell neoplasm in the thyroid (oncocytic variant of medullary carcinoma, several variants of papillary thyroid carcinoma).
Conclusions.—Oncocytic cytology is seen in a variety of thyroid conditions that are associated with a broad differential diagnosis and care must be used for accurate diagnosis. Newer molecular-based techniques may be useful for further classification of thyroid neoplasms with oncocytic pathology.
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Affiliation(s)
- Kathleen T. Montone
- From the Department of Pathology and Laboratory Medicine, Hospital of the University of Pennsylvania, Philadelphia
| | - Zubair W. Baloch
- From the Department of Pathology and Laboratory Medicine, Hospital of the University of Pennsylvania, Philadelphia
| | - Virginia A. LiVolsi
- From the Department of Pathology and Laboratory Medicine, Hospital of the University of Pennsylvania, Philadelphia
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21
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Microarray analysis refines classification of non-medullary thyroid tumours of uncertain malignancy. Oncogene 2007; 27:2228-36. [PMID: 17968324 DOI: 10.1038/sj.onc.1210853] [Citation(s) in RCA: 25] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Abstract
Conventional histology failed to classify part of non-medullary thyroid lesions as either benign or malignant. The group of tumours of uncertain malignancy (T-UM) concerns either atypical follicular adenomas or the recently called 'tumours of uncertain malignant potential'. To refine this classification we analysed microarray data from 93 follicular thyroid tumours: 10 T-UM, 3 follicular carcinomas, 13 papillary thyroid carcinomas and 67 follicular adenomas, compared to 73 control thyroid tissue samples. The diagnosis potential of 16 selected genes was validated by real-time quantitative RT-PCR on 6 additional T-UM. The gene expression profiles in several groups were examined with reference to the mutational status of the RET/PTC, BRAF and RAS genes. A pathological score (histological and immunohistochemical) was estimate for each of the T-UM involved in the study. The correlation between the T-UM gene profiles and the pathological score allowed a separation of the samples in two groups of benign or malignant tumours. Our analysis confirms the heterogeneity of T-UM and highlighted the molecular similarities between some cases and true carcinomas. We demonstrated the ability of few marker genes to serve as diagnosis tools and the need of a T-UM pathological scoring.
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22
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Fujarewicz K, Jarząb M, Eszlinger M, Krohn K, Paschke R, Oczko-Wojciechowska M, Wiench M, Kukulska A, Jarząb B, Świerniak A. A multi-gene approach to differentiate papillary thyroid carcinoma from benign lesions: gene selection using support vector machines with bootstrapping. Endocr Relat Cancer 2007; 14:809-26. [PMID: 17914110 PMCID: PMC2216417 DOI: 10.1677/erc-06-0048] [Citation(s) in RCA: 57] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/16/2023]
Abstract
Selection of novel molecular markers is an important goal of cancer genomics studies. The aim of our analysis was to apply the multivariate bioinformatical tools to rank the genes - potential markers of papillary thyroid cancer (PTC) according to their diagnostic usefulness. We also assessed the accuracy of benign/malignant classification, based on gene expression profiling, for PTC. We analyzed a 180-array dataset (90 HG-U95A and 90 HG-U133A oligonucleotide arrays), which included a collection of 57 PTCs, 61 benign thyroid tumors, and 62 apparently normal tissues. Gene selection was carried out by the support vector machines method with bootstrapping, which allowed us 1) ranking the genes that were most important for classification quality and appeared most frequently in the classifiers (bootstrap-based feature ranking, BBFR); 2) ranking the samples, and thus detecting cases that were most difficult to classify (bootstrap-based outlier detection). The accuracy of PTC diagnosis was 98.5% for a 20-gene classifier, its 95% confidence interval (CI) was 95.9-100%, with the lower limit of CI exceeding 95% already for five genes. Only 5 of 180 samples (2.8%) were misclassified in more than 10% of bootstrap iterations. We specified 43 genes which are most suitable as molecular markers of PTC, among them some well-known PTC markers (MET, fibronectin 1, dipeptidylpeptidase 4, or adenosine A1 receptor) and potential new ones (UDP-galactose-4-epimerase, cadherin 16, gap junction protein 3, sushi, nidogen, and EGF-like domains 1, inhibitor of DNA binding 3, RUNX1, leiomodin 1, F-box protein 9, and tripartite motif-containing 58). The highest ranking gene, metallophosphoesterase domain-containing protein 2, achieved 96.7% of the maximum BBFR score.
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Affiliation(s)
- Krzysztof Fujarewicz
- Systems Engineering Group, Institute of Automatic Control, Silesian University of Technology44-100 GliwicePoland
| | - Michał Jarząb
- Department of Tumor Biology, Institute of Oncology, Maria Skłodowska-Curie Memorial Cancer Center, Gliwice BranchGliwice 44-100Poland
- Department of Clinical Oncology, Institute of Oncology, Maria Skłodowska-Curie Memorial Cancer Center, Gliwice BranchGliwice 44-100Poland
| | - Markus Eszlinger
- III. Medical Department, University of LeipzigLeipzig 04103Germany
| | - Knut Krohn
- III. Medical Department, University of LeipzigLeipzig 04103Germany
- Interdisciplinary Center of Clinical Research Leipzig, University of LeipzigLeipzig 04103Germany
| | - Ralf Paschke
- III. Medical Department, University of LeipzigLeipzig 04103Germany
| | - Małgorzata Oczko-Wojciechowska
- Department of Nuclear Medicine and Endocrine Oncology, Institute of Oncology, Maria Skłodowska-Curie Memorial Cancer CenterGliwice Branch, Wybrzeże Armii Krajowej 15, Gliwice 44-100Poland
| | - Małgorzata Wiench
- Department of Nuclear Medicine and Endocrine Oncology, Institute of Oncology, Maria Skłodowska-Curie Memorial Cancer CenterGliwice Branch, Wybrzeże Armii Krajowej 15, Gliwice 44-100Poland
| | - Aleksandra Kukulska
- Department of Nuclear Medicine and Endocrine Oncology, Institute of Oncology, Maria Skłodowska-Curie Memorial Cancer CenterGliwice Branch, Wybrzeże Armii Krajowej 15, Gliwice 44-100Poland
| | - Barbara Jarząb
- Department of Nuclear Medicine and Endocrine Oncology, Institute of Oncology, Maria Skłodowska-Curie Memorial Cancer CenterGliwice Branch, Wybrzeże Armii Krajowej 15, Gliwice 44-100Poland
- (Requests for offprints should be addressed to B Jarząb; )
| | - Andrzej Świerniak
- Systems Engineering Group, Institute of Automatic Control, Silesian University of Technology44-100 GliwicePoland
- Department of Nuclear Medicine and Endocrine Oncology, Institute of Oncology, Maria Skłodowska-Curie Memorial Cancer CenterGliwice Branch, Wybrzeże Armii Krajowej 15, Gliwice 44-100Poland
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23
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Delys L, Detours V, Franc B, Thomas G, Bogdanova T, Tronko M, Libert F, Dumont JE, Maenhaut C. Gene expression and the biological phenotype of papillary thyroid carcinomas. Oncogene 2007; 26:7894-903. [PMID: 17621275 DOI: 10.1038/sj.onc.1210588] [Citation(s) in RCA: 62] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Abstract
The purpose of this paper is to correlate the molecular phenotype of papillary thyroid carcinoma (PTC) to their biological pathology. We hybridized 26 PTC on microarrays and showed that nearly 44% of the transcriptome was regulated in these tumors. We then combined our data set with two published PTC microarray studies to produce a platform- and study-independent list of PTC-associated genes. We further confirmed the mRNA regulation of 15 genes from this list by quantitative reverse transcription-PCR. Analysis of this list with statistical tools led to several conclusions: (1) there is a change in cell population with an increased expression of genes involved in the immune response, reflecting lymphocyte infiltration in the tumor compared to the normal tissue. (2) The c-jun N-terminal kinase pathway is activated by overexpression of its components. (3) The activation of ERKK1/2 by genetic alterations is supplemented by activation of the epidermal growth factor but not of the insulin-like growth factor signaling pathway. (4) There is a downregulation of immediate early genes. (5) We observed an overexpression of many proteases in accordance with tumor remodeling, and suggested a probable role of S100 proteins and annexin A2 in this process. (6) Numerous overexpressed genes favor the hypothesis of a collective migration mode of tumor cells.
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Affiliation(s)
- L Delys
- Institute of Interdisciplinary Research, School of Medicine, Université Libre de Bruxelles, Campus Erasme, Brussels, Belgium.
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24
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Eszlinger M, Krohn K, Kukulska A, Jarzab B, Paschke R. Perspectives and limitations of microarray-based gene expression profiling of thyroid tumors. Endocr Rev 2007; 28:322-38. [PMID: 17353294 DOI: 10.1210/er.2006-0047] [Citation(s) in RCA: 42] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/19/2022]
Abstract
Microarray technology has become a powerful tool to analyze the gene expression of tens of thousands of genes simultaneously. Microarray-based gene expression profiles are available for malignant thyroid tumors (i.e., follicular thyroid carcinoma, and papillary thyroid carcinoma), and for benign thyroid tumors (such as autonomously functioning thyroid nodules and cold thyroid nodules). In general, the two main foci of microarray investigations are improved understanding of the pathophysiology/molecular etiology of thyroid neoplasia and the detection of genetic markers that could improve the differential diagnosis of thyroid tumors. Their results revealed new features, not known from one-gene studies. Simultaneously, the increasing number of microarray analyses of different thyroid pathologies raises the demand to efficiently compare the data. However, the use of different microarray platforms complicates cross-analysis. In addition, there are other important differences between these studies: 1) some studies use intraindividual comparisons, whereas other studies perform interindividual comparisons; 2) the reference tissue is defined as strictly nonnodular healthy tissue or also contains benign lesions such as goiter, follicular adenoma, and hyperplastic nodules in some studies; and 3) the widely used Affymetrix GeneChip platform comprises several GeneChip generations that are only partially compatible. Moreover, the different studies are characterized by strong differences in data analysis methods, which vary from simple empiric filters to sophisticated statistic algorithms. Therefore, this review summarizes and compares the different published reports in the context of their study design. It also illustrates perspectives and solutions for data set integration and meta-analysis, as well as the possibilities to combine array analysis with other genetic approaches.
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Affiliation(s)
- Markus Eszlinger
- III. Medical Department, University of Leipzig, Ph.-Rosenthal-Str. 27, D-04103 Leipzig, Germany
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25
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Zhu JH, Horbinski C, Guo F, Watkins S, Uchiyama Y, Chu CT. Regulation of autophagy by extracellular signal-regulated protein kinases during 1-methyl-4-phenylpyridinium-induced cell death. THE AMERICAN JOURNAL OF PATHOLOGY 2007; 170:75-86. [PMID: 17200184 PMCID: PMC1762689 DOI: 10.2353/ajpath.2007.060524] [Citation(s) in RCA: 357] [Impact Index Per Article: 21.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Accepted: 09/13/2006] [Indexed: 01/19/2023]
Abstract
Increased autophagic vacuoles (AVs) occur in injured or degenerating neurons, under both developmental and pathological situations. Although regulation of starvation-induced autophagy has been extensively studied, less is known about autophagic responses to pathological damage. The neurotoxin 1-methyl-4-phenylpyridinium (MPP(+)) produces mitochondria-targeted injury, which contributes to parkinsonism induced by 1-methyl-4-phenyl-1,2,3,6-tetrahydro-pyridine in mammals. Here, we demonstrate that MPP(+) elicited increased autophagy in SH-SY5Y cells, as assessed by electron microscopy, immunofluorescence for the autophagy protein LC3/Atg8, LC3 electrophoretic mobility shift, mitochondrial degradation, and monodansylcadaverine staining for late AVs/autolysosomes. During nutrient deprivation, class III phosphatidylinositol-3 kinase (PI3K) stimulates autophagy in concert with the autophagy-regulatory protein beclin 1/Atg6. Although PI3K inhibitors and RNA interference knockdown of beclin 1 effectively inhibited autophagy elicited by amino acid deprivation, neither reduced MPP+-induced autophagic stress. In contrast, inhibition of mitogen-activated protein kinase/extracellular signal-regulated protein kinase kinase reduced AV content, mitochondrial degradation, and cell death in MPP+-treated cells. RNA interference studies targeting core Atg proteins also reduced AV content and cell death. Likewise, in primary midbrain dopaminergic neurons, MPP+ elicited increased AV content, which was reversed by inhibition of mitogen-activated protein kinase/extracellular signal-regulated protein kinase kinase but not PI3K. These results implicate a role for extracellular signal-regulated protein kinase (ERK) signaling upstream of MPP+-elicited autophagic stress. Moreover, pathological stimulation of beclin 1-independent autophagy is associated with neuronal cell death.
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Affiliation(s)
- Jian-Hui Zhu
- Department of Pathology/Division of Neuropathology, Pittsburgh Institute for Neurodegenerative Diseases, Center for Biologic Imaging, Pittsburgh, PA, USA
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26
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Führer D. Molecular determination of benign and malignant thyroid tumors. Expert Rev Endocrinol Metab 2006; 1:763-773. [PMID: 30754153 DOI: 10.1586/17446651.1.6.763] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Abstract
Recent molecular studies have revolutionized our understanding of the pathogenesis of thyroid tumors and particular advances have been made in three areas. First, toxic thyroid nodules, which originate from constitutive activation of thyroid-stimulating hormone receptor/Gs α signaling and represent the dominant cause of thyrotoxicosis in regions with iodine deficiency. Second, papillary thyroid cancer, the most frequent thyroid malignancy, which is characterized by a common fingerprint of constitutive mitogen-activated protein kinase activation. Importantly, this is caused by distinct genetic alterations in radiation-induced (RET/PTC, NTRK and AKAP9/BRAF rearrangements) and sporadic tumors (BRAF and RAS point mutation) and, recently, there exciting in vitro have emerged explaining the structural basis for this. These findings suggest a scenario in which the fate of a thyroid tumor is determined by the specific genetic defect at the beginning. Third, application of microarray analysis in nodular pathologies in which the oncogenic pathway is less clear, notably follicular neoplasia, has led to the identification of a number of promising genetic markers (TFF-3, Gal-3, PLAB, CCND2 and PCKD2) for the diagnostic distinction of follicular adenoma and carcinoma. In addition to the diagnostic perspective, the identification of molecular fingerprints of thyroid tumors opens novel avenues for an improved therapeutic approach; for example, selective antagonism of cell signaling in treatment-refractory thyroid cancer.
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Affiliation(s)
- Dagmar Führer
- a University of Leipzig, III. Medical Department, Ph-Rosenthal-Str. 27, 04103 Leipzig, Germany.
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27
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Malthièry Y, Savagner F. [Energy metabolism of the cancer cell: example of mitochondria-rich endocrine tumors]. ANNALES D'ENDOCRINOLOGIE 2006; 67:205-13. [PMID: 16840911 DOI: 10.1016/s0003-4266(06)72588-4] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/01/2022]
Abstract
Most solid tumours preferentially develop glycolytic metabolism, often accompanying tumor aggressiveness. Increase in nucleic acid synthesis is associated with cell proliferation and glucose shunting to the pentose phosphate pathway. High glucose consumption is more associated with a metabolic adaptation than with a mitochondrial defect. Tumor cells do not present specific genetic modifications but adapt their metabolic capacities to their priority needs. However their metabolisms depend on oncogene expression more specifically expressed in this context. The glycolytic pathway is favored by tumor proliferation under hypoxia. Stabilization of HIF1 factor may explain the glycolytic metabolism of the tumors in an anaerobic environment. We demonstrate in two types of mitochondrial rich tumors, that specific defects induce completely different metabolic directions: when familial paragangliomas present a glycolytic metabolism, thyroid oncocytic tumors develop a specific oxidative metabolism.
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Affiliation(s)
- Y Malthièry
- Inserm U 694, Biochimie et Biologie moléculaire, CHU, 4, rue Larrey, 49033 Angers Cedex.
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Musholt TJ, Brehm C, Hanack J, von Wasielewski R, Musholt PB. Identification of Differentially Expressed Genes in Papillary Thyroid Carcinomas With and Without Rearrangements of the Tyrosine Kinase Receptors RET and/or NTRK1. J Surg Res 2006; 131:15-25. [PMID: 16256137 DOI: 10.1016/j.jss.2005.08.013] [Citation(s) in RCA: 17] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/11/2005] [Revised: 08/07/2005] [Accepted: 08/09/2005] [Indexed: 11/17/2022]
Abstract
BACKGROUND The transforming capacities of RET and/or NTRK1 chimeric oncogenes as well as the molecular background of non-rearranged papillary thyroid carcinomas (PTCs) remain to be elucidated. To assess altered gene expression, we examined PTCs with and without tyrosine kinase receptor rearrangements by mRNA differential display (DD). MATERIALS AND METHODS Six of 13 PTCs examined harbored RET chimeras (3x RET/PTC1, 1x RET/PTC3) and/or NTRK1 chimeras (2x trk, 1x TRK-T3, 2 unknown TRK hybrids). The method of DD analysis was refined by a novel fragment-recovery technique using a high-performance fluorescence scanner. RESULTS Of 500 up- or down-regulated mRNA transcripts, 19 selected fragments were recovered, cloned, sequenced, and identified. The accuracy and high degree of reproducibility of the method was demonstrated. Differential expression of gene products with potential association to cell proliferation or tumor progression was observed, such as 14-3-3beta and Rab27a. Moreover, several gene products with unknown functions were demonstrated in PTCs bearing RET or NTRK1 hybrids versus rearrangement-negative PTCs, including a homologue of the Ig kappa light chain constant region. CONCLUSIONS Candidate transcripts with presumed tumorigenic potential in other solid tumors may prove to be relevant in the progression of PTCs, too. Most promising is the isolation of several differentially expressed, yet unknown, genes that may open new insights in the pathogenesis or progression of PTC.
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Affiliation(s)
- Thomas J Musholt
- Endocrine Surgery, Johannes Gutenberg University Mainz, Mainz, Germany.
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Schmid KW, Farid NR. How to define follicular thyroid carcinoma? Virchows Arch 2006; 448:385-93. [PMID: 16506015 DOI: 10.1007/s00428-006-0162-0] [Citation(s) in RCA: 47] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/23/2005] [Accepted: 12/20/2005] [Indexed: 01/17/2023]
Abstract
The appropriate diagnosis of follicular thyroid carcinoma (FTC) still depends on its histological discrimination from follicular adenoma (including the distinction of benign from malignant oncocytic variants), papillary thyroid carcinoma (particularly from the follicular variants) and poorly differentiated thyroid carcinoma. The use of immunohistochemical markers contributed only marginally to better defining FTC. The introduction of the micro array technique, however, may offer the possibility of getting a better insight into the natural history, as well as predicting the clinical course, of a given thyroid nodule. This review attempts to recapitulate common standards in the diagnosis of FTC, to summarise current molecular data available to distinguish FTC from other benign and malignant tumours and, finally, to outline future perspectives to define FTC on its specific genetic features.
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Affiliation(s)
- Kurt Werner Schmid
- Institute of Pathology, University of Essen Medical School, Member of the West German Cancer Center Essen, Essen, Germany.
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